{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide\n",
    "!pip install -Uqq nixtla cryptocmd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide \n",
    "from nixtla.utils import in_colab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide \n",
    "IN_COLAB = in_colab()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide\n",
    "if not IN_COLAB:\n",
    "    from nixtla.utils import colab_badge\n",
    "    from dotenv import load_dotenv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bitcoin price prediction\n",
    "\n",
    "> Learn how to use TimeGPT for financial time series forecasting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction \n",
    "\n",
    "Forecasting time series is a ubiquitous task in finance, supporting decisions in trading, risk management, and strategic planning. Despite its prevalence, predicting the future prices of financial assets remains a formidable challenge, mainly due to the inherent volatility of financial markets.\n",
    "\n",
    "For those who believe in the feasibility of forecasting these assets, or for professionals whose roles require such predictions, TimeGPT is a powerful tool that simplifies the forecasting process.\n",
    "\n",
    "In this tutorial, we will demonstrate how to use TimeGPT for financial time series forecasting, focusing on Bitcoin price prediction. We will also showcase how to use TimeGPT for uncertainty quantification, which is essential for risk management and decision-making.\n",
    "\n",
    "**Outline:** \n",
    "\n",
    "1. [Load Bitcoin Price Data](#load-bitcoin-price-data) \n",
    "\n",
    "2. [Get Started with TimeGPT](#get-started-with-timegpt)\n",
    "\n",
    "3. [Visualize the Data](#visualize-the-data)\n",
    "\n",
    "4. [Forecast with TimeGPT](#forecast-with-timegpt) \n",
    "\n",
    "5. [Extend Bitcon Price Analysis with TimeGPT](#extend-bitcoin-price-analysis-with-timegpt)\n",
    "\n",
    "6. [Understand the Model's Limitations](#understand-the-models-limitations)\n",
    "\n",
    "7. [References and Additional Material](#references-and-additional-material) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "[![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Nixtla/nixtla/blob/main/nbs/docs/use-cases/2_bitcoin_price_prediction.ipynb)"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#| echo: false\n",
    "if not IN_COLAB:\n",
    "    load_dotenv()\n",
    "    colab_badge('docs/use-cases/2_bitcoin_price_prediction')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Load Bitcoin Price Data "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bitcoin (₿) is the first decentralized digital currency and is one of the most popular cryptocurrencies. Transactions are managed and recorded on a public ledger known as the blockchain. Bitcoins are created as a reward for mining, a process that involves solving complex cryptographic tasks to verify transactions. This digital currency can be used as payment for goods and services, traded for other currencies, or held as a store of value.\n",
    "\n",
    "In this tutorial, we will first download the historical Bitcoin price data in USD as a `pandas` DataFrame. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Close</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>7200.174316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-01-02</td>\n",
       "      <td>6985.470215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-01-03</td>\n",
       "      <td>7344.884277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>7410.656738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-01-05</td>\n",
       "      <td>7411.317383</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date        Close\n",
       "0  2020-01-01  7200.174316\n",
       "1  2020-01-02  6985.470215\n",
       "2  2020-01-03  7344.884277\n",
       "3  2020-01-04  7410.656738\n",
       "4  2020-01-05  7411.317383"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd \n",
    "\n",
    "df = pd.read_csv('https://raw.githubusercontent.com/Nixtla/transfer-learning-time-series/main/datasets/bitcoin_price_usd.csv', sep=',')  \n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This dataset contains the closing price of Bitcoin in USD from 2020-01-01 to 2023-12-31. It's important to note that unlike traditional financial assets, Bitcoin trades 24/7. Therefore, the closing price represents the price of Bitcoin at a specific time each day, rather than at the end of a trading day."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For convenience, we will rename the `Date` and `Close` columns to `ds` and `y`, respectively."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.rename(columns={'Date': 'ds', 'Close': 'y'}, inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Get Started with TimeGPT"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To get started with `TimeGPT`, you need to instantiate the `NixtlaClient` class. For this, you will need a Nixtla API key. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nixtla import NixtlaClient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "nixtla_client = NixtlaClient(\n",
    "    # defaults to os.environ.get(\"NIXTLA_API_KEY\")\n",
    "    api_key = 'my_api_key_provided_by_nixtla'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 👍 Use an Azure AI endpoint\n",
    "> \n",
    "> To use an Azure AI endpoint, remember to set also the `base_url` argument:\n",
    "> \n",
    "> `nixtla_client = NixtlaClient(base_url=\"you azure ai endpoint\", api_key=\"your api_key\")`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide \n",
    "if not IN_COLAB:\n",
    "    nixtla_client = NixtlaClient()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To learn more about how to set up your API key, please refer to the [Setting Up Your Authentication API Key](https://docs.nixtla.io/docs/getting-started-setting_up_your_api_key) tutorial. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Visualize the Data "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before attempting any forecasting, it is good practice to visualize the data we want to predict. The `NixtlaClient` class includes a `plot` method for this purpose. \n",
    "\n",
    "The `plot` method has an `engine` argument that allows you to choose between different plotting libraries. Default is `matplotlib`, but you can also use `plotly` for interactive plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2400x350 with 1 Axes>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nixtla_client.plot(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you haven't renamed the column names of your DataFrame to `ds` and `y`, you will need to specify the `time_col` and `target_col` arguments of the `plot`method: \n",
    "\n",
    "``` python\n",
    "nixtla_client.plot(df, time_col='name of your time column', target_col='name of your target column')\n",
    "```\n",
    "\n",
    "This is necessary not only for the `plot` method but for all methods from the `NixtlaClient` class."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Forecast with TimeGPT"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we are ready to generate predictions with TimeGPT. To do this, we will use the `forecast` method from the `NixtlaClient` class.\n",
    "\n",
    "The `forecast` method requires the following arguments:\n",
    "\n",
    "- `df`: The DataFrame containing the time series data\n",
    "\n",
    "- `h`: (int) The forecast horizon. In this case, we will forecast the next 7 days. \n",
    "\n",
    "- `level`: (list) The confidence level for the prediction intervals. Given the inherent volatility of Bitcoin, we will use multiple confidence levels. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:nixtla.nixtla_client:Validating inputs...\n",
      "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n",
      "INFO:nixtla.nixtla_client:Inferred freq: D\n",
      "INFO:nixtla.nixtla_client:Restricting input...\n",
      "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>TimeGPT</th>\n",
       "      <th>TimeGPT-lo-90</th>\n",
       "      <th>TimeGPT-lo-80</th>\n",
       "      <th>TimeGPT-lo-50</th>\n",
       "      <th>TimeGPT-hi-50</th>\n",
       "      <th>TimeGPT-hi-80</th>\n",
       "      <th>TimeGPT-hi-90</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2024-01-01</td>\n",
       "      <td>42269.460938</td>\n",
       "      <td>39567.209020</td>\n",
       "      <td>40429.953636</td>\n",
       "      <td>41380.654646</td>\n",
       "      <td>43158.267229</td>\n",
       "      <td>44108.968239</td>\n",
       "      <td>44971.712855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2024-01-02</td>\n",
       "      <td>42469.917969</td>\n",
       "      <td>39697.941669</td>\n",
       "      <td>40578.197049</td>\n",
       "      <td>41466.511361</td>\n",
       "      <td>43473.324576</td>\n",
       "      <td>44361.638888</td>\n",
       "      <td>45241.894268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2024-01-03</td>\n",
       "      <td>42864.078125</td>\n",
       "      <td>40538.871243</td>\n",
       "      <td>41586.252507</td>\n",
       "      <td>42284.316674</td>\n",
       "      <td>43443.839576</td>\n",
       "      <td>44141.903743</td>\n",
       "      <td>45189.285007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2024-01-04</td>\n",
       "      <td>42881.621094</td>\n",
       "      <td>40603.117448</td>\n",
       "      <td>41216.106493</td>\n",
       "      <td>42058.539392</td>\n",
       "      <td>43704.702795</td>\n",
       "      <td>44547.135694</td>\n",
       "      <td>45160.124739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2024-01-05</td>\n",
       "      <td>42773.457031</td>\n",
       "      <td>40213.699760</td>\n",
       "      <td>40665.384780</td>\n",
       "      <td>41489.812431</td>\n",
       "      <td>44057.101632</td>\n",
       "      <td>44881.529282</td>\n",
       "      <td>45333.214302</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           ds       TimeGPT  TimeGPT-lo-90  TimeGPT-lo-80  TimeGPT-lo-50  \\\n",
       "0  2024-01-01  42269.460938   39567.209020   40429.953636   41380.654646   \n",
       "1  2024-01-02  42469.917969   39697.941669   40578.197049   41466.511361   \n",
       "2  2024-01-03  42864.078125   40538.871243   41586.252507   42284.316674   \n",
       "3  2024-01-04  42881.621094   40603.117448   41216.106493   42058.539392   \n",
       "4  2024-01-05  42773.457031   40213.699760   40665.384780   41489.812431   \n",
       "\n",
       "   TimeGPT-hi-50  TimeGPT-hi-80  TimeGPT-hi-90  \n",
       "0   43158.267229   44108.968239   44971.712855  \n",
       "1   43473.324576   44361.638888   45241.894268  \n",
       "2   43443.839576   44141.903743   45189.285007  \n",
       "3   43704.702795   44547.135694   45160.124739  \n",
       "4   44057.101632   44881.529282   45333.214302  "
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "level = [50,80,90] # confidence levels \n",
    "\n",
    "fcst = nixtla_client.forecast(df, h=7, level=level)\n",
    "fcst.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 📘 Available models in Azure AI\n",
    ">\n",
    "> If you are using an Azure AI endpoint, please be sure to set `model=\"azureai\"`:\n",
    ">\n",
    "> `nixtla_client.forecast(..., model=\"azureai\")`\n",
    "> \n",
    "> For the public API, we support two models: `timegpt-1` and `timegpt-1-long-horizon`. \n",
    "> \n",
    "> By default, `timegpt-1` is used. Please see [this tutorial](https://docs.nixtla.io/docs/tutorials-long_horizon_forecasting) on how and when to use `timegpt-1-long-horizon`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can pass the forecasts we just generated to the `plot` method to visualize the predictions with the historical data.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAACIoAAAFjCAYAAABYeHLfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3hUZfr/8fdk0nsvJCT03ouAiKJSFCys2BXB+rWgIrZ117X/dHWtqyhrAxsWsAMiCGIDAem9hwDpvdeZ3x+TOcmQACmThITP67q4mDnnOc/cM8kzSebc575NVqvVioiIiIiIiIiIiIiIiIiIiIi0eS4tHYCIiIiIiIiIiIiIiIiIiIiINA8lioiIiIiIiIiIiIiIiIiIiIicJpQoIiIiIiIiIiIiIiIiIiIiInKaUKKIiIiIiIiIiIiIiIiIiIiIyGlCiSIiIiIiIiIiIiIiIiIiIiIipwklioiIiIiIiIiIiIiIiIiIiIicJpQoIiIiIiIiIiIiIiIiIiIiInKaUKKIiIiIiIiIiIiIiIiIiIiIyGlCiSIiIiIiIiIiIiIiIiIiIiIipwklioiIiIiIiIhUM3fuXEwmE/Hx8S0dSp3Ex8djMpmYO3fuScdOmzaNDh06NHlMIiIiIiIiIiJy6lKiiIiIiIiIiIjUS2JiIk888QSbNm1qssfIzs7mtttuIywsDB8fH84991w2bNjQZI8nIiIiIiIiInK6UKKIiIiIiIiISDVTpkyhqKiIuLi4lg6lTuLi4igqKmLKlCnN9piJiYk8+eSTTZYoYrFYmDhxIvPmzWP69Om88MILpKamMnr0aPbu3dskjykiIiIiIiIicrpwbekARERERERERE4lZrMZs9nc0mHUmclkwtPTs6XDcKoFCxawatUq5s+fz+WXXw7AlVdeSbdu3Xj88ceZN29eC0coIiIiIiIiItJ6qaKIiIiIiIiItGrTpk2jQ4cONbY/8cQTmEwm477JZGL69Ol888039OnTBw8PD3r37s2SJUscjps7dy4mk4n4+Hhjm9Vq5ZlnniEmJgZvb2/OPfdctm/fTocOHZg2bdpxH/NEcwL88MMPjBo1Ch8fH/z8/Jg4cSLbt2+v1/OPj4/HZDIxd+5ch+325+np6UmfPn34+uuv6zXv8axcuZKhQ4cCcOONN2IymRwef+/evUyePJnIyEg8PT2JiYnh6quvJicnp86PsWDBAiIiIrjsssuMbWFhYVx55ZV8++23lJSUOOW5iIiIiIiIiIicjlRRRERERERERE4bv//+O1999RV33nknfn5+/Pe//2Xy5MkkJCQQEhJy3OMee+wxnnnmGSZMmMCECRPYsGED48aNo7S0tMGxfPTRR0ydOpXx48fz/PPPU1hYyFtvvcVZZ53Fxo0ba01+qaulS5cyefJkevXqxXPPPUdGRgY33ngjMTExNcZmZWVRUVFx0jm9vb3x9vamZ8+ePPXUUzz22GPcdtttjBo1CoAzzzyT0tJSxo8fT0lJCXfffTeRkZEcPXqUhQsXkp2dTUBAQJ3i37hxI4MGDcLFxfH6ljPOOIO3336bPXv20Ldv3zrNJSIiIiIiIiIijpQoIiIiIiIiIqeNnTt3smPHDjp37gzAueeeS//+/fn000+ZPn16rcekpaXxwgsvMHHiRL7//nujYsg///lPnn322QbFkZ+fzz333MMtt9zC22+/bWyfOnUq3bt359lnn3XYXl8PP/wwERER/P7770ZyxjnnnMO4ceOIi4tzGDtw4EAOHTp00jkff/xxnnjiCSIiIrjwwgt57LHHGDFiBNdff70xZtOmTRw8eNChZQzYEm3qIykpibPPPrvG9qioKAASExOVKCIiIiIiIiIi0kBKFBEREREREZHTxpgxY4wkEYB+/frh7+/PgQMHjnvMTz/9RGlpKXfffbdDW5kZM2Y0OFFk2bJlZGdnc80115Cenm5sN5vNDBs2jJ9//rlB84ItyWLTpk38/e9/d6jgMXbsWHr16kVBQYHD+E8++YSioqKTztupU6eTjrE/3o8//siECRPw9vauZ/Q2RUVFeHh41Nju6elp7BcRERERERERkYZRooiIiIiIiIicNmJjY2tsCwoKIisr67jH2KttdO3a1WF7WFgYQUFBDYpj7969AJx33nm17vf392/QvHD8eAG6d+/Ohg0bHLaNHDmywY91rI4dOzJz5kxefvllPvnkE0aNGsUll1zC9ddfX+e2MwBeXl6UlJTU2F5cXGzsFxERERERERGRhlGiiIiIiIiIiLRq1at8VFdRUVFjm9lsrnWs1Wpt1lgsFgsAH330EZGRkTXGu7o235/raWlptb5Wx/L19cXX1/ek41566SWmTZvGt99+y9KlS7nnnnt47rnn+PPPP4mJialTTFFRUSQlJdXYbt/Wrl27Os0jIiIiIiIiIiI1KVFEREREREREWrWgoCCys7NrbLdX1misuLg4wFYFpHr7lbS0tBqVSOwVRrKzswkMDDxuLPb2N+Hh4YwZM8YpcdYW77F2795dY9vQoUPr9Fo9/vjjPPHEE8DxE2Ls+vbtS9++fXn00UdZtWoVI0eOZPbs2TzzzDN1eAYwYMAAfvvtNywWCy4uLsb2NWvW4O3tTbdu3eo0j4iIiIiIiIiI1KREEREREREREWnVOnfuTE5ODlu2bKFfv36ArfLE119/7ZT5x4wZg5ubG6+//jrjxo0zkiReffXVWmMB+PXXX7nkkksAKCgo4IMPPnAYN378ePz9/Xn22Wc599xzcXNzc9iflpZGWFhYg+KNiopiwIABfPDBB/z97383Wr4sW7aMHTt2GIkkdp988glFRUUnnbd6koyPjw9AjQSd3NxcvL29HSqi9O3bFxcXl1pbyRzP5ZdfzoIFC/jqq6+4/PLLAUhPT2f+/PlcfPHFeHh41HkuERERERERERFxpEQRERERERERadWuvvpqHn74Yf72t79xzz33UFhYyFtvvUW3bt3YsGFDo+cPCwvjgQce4LnnnuOiiy5iwoQJbNy4kR9++IHQ0FCHsePGjSM2Npabb76ZBx98ELPZzPvvv09YWBgJCQnGOH9/f9566y2mTJnCoEGDuPrqq40xixYtYuTIkbzxxhsNjvm5555j4sSJnHXWWdx0001kZmby+uuv07t3b/Lz8x3Gjhw5st7zd+7cmcDAQGbPno2fnx8+Pj4MGzaMzZs3M336dK644gq6detGeXk5H330EWazmcmTJ9d5/ssvv5zhw4dz4403smPHDkJDQ3nzzTepqKjgySefrHe8IiIiIiIiIiJSRYkiIiIiIiIi0qqFhITw9ddfM3PmTB566CE6duzIc889x969e52SKALwzDPP4OnpyezZs/n5558ZNmwYS5cuZeLEiQ7j3Nzc+Prrr7nzzjv517/+RWRkJDNmzCAoKIgbb7zRYey1115Lu3bt+Pe//81//vMfSkpKiI6OZtSoUTXG1tcFF1zA/PnzefTRR3nkkUfo3Lkzc+bM4dtvv2XlypWNmhtsz/ODDz7gkUce4fbbb6e8vJw5c+ZwzjnnMH78eL7//nuOHj2Kt7c3/fv354cffmD48OF1nt9sNrN48WIefPBB/vvf/1JUVMTQoUOZO3cu3bt3b3T8IiIiIiIiIiKnM5PVarW2dBAiIiIiIiIirVGHDh0YPXo0c+fObelQRERERERERERE6sSlpQMQERERERERERERERERERERkeah1jMiIiIiIiIip6DS0lIyMzNPOCYgIAAvL69miqjxcnJyKCoqOuGYyMjIZopGREREREREROT0pEQRERERERERkVPQqlWrOPfcc084Zs6cOUybNq15AnKCe++9lw8++OCEY9QhV0RERERERESkaZms+gRGRERERERE5JSTlZXF+vXrTzimd+/eREVFNVNEjbdjxw4SExNPOGbMmDHNFI2IiIiIiIiIyOlJiSIiIiIiIiIiIiIiIiIiIiIipwmXlg5ARERERERERERERERERERERJqHa0s+eIcOHTh06FCN7XfeeSezZs2iuLiY+++/n88++4ySkhLGjx/Pm2++SUREhDE2ISGBO+64g59//hlfX1+mTp3Kc889h6tr1VNbuXIlM2fOZPv27bRv355HH320Rg/nWbNm8Z///Ifk5GT69+/P66+/zhlnnFHn52KxWEhMTMTPzw+TyVT/F0NERERERERERERERERE5BRltVrJy8ujXbt2uLioHoFIa9aiiSLr1q2joqLCuL9t2zbGjh3LFVdcAcB9993HokWLmD9/PgEBAUyfPp3LLruMP/74A4CKigomTpxIZGQkq1atIikpiRtuuAE3NzeeffZZAA4ePMjEiRO5/fbb+eSTT1i+fDm33HILUVFRjB8/HoDPP/+cmTNnMnv2bIYNG8arr77K+PHj2b17N+Hh4XV6LomJibRv396ZL4+IiIiIiIiIiIiIiIiIyCnl8OHDxMTEtHQYItIIJqvVam3pIOxmzJjBwoUL2bt3L7m5uYSFhTFv3jwuv/xyAHbt2kXPnj1ZvXo1w4cP54cffuCiiy4iMTHRqDIye/ZsHn74YdLS0nB3d+fhhx9m0aJFbNu2zXicq6++muzsbJYsWQLAsGHDGDp0KG+88QZgqw7Svn177r77bv7+97/XKfacnBwCAwM5fPgw/v7+znxZTltlZWUsXbqUcePG4ebm1tLhiLQ6WkMizqU1JdJwWj8izqP1JNI4WkMizqP1JNI4WkMizqP11Hxyc3Np37492dnZBAQEtHQ4ItIILVpRpLrS0lI+/vhjZs6ciclkYv369ZSVlTFmzBhjTI8ePYiNjTUSRVavXk3fvn0dWtGMHz+eO+64g+3btzNw4EBWr17tMId9zIwZM4zHXb9+PY888oix38XFhTFjxrB69erjxltSUkJJSYlxPy8vDwAvLy+8vLwa9VqIjaurK97e3nh5eekHu0gDaA2JOJfWlEjDaf2IOI/Wk0jjaA2JOI/Wk0jjaA2JOI/WU/MpKysDwGQytXAkItJYp0yiyDfffEN2djbTpk0DIDk5GXd3dwIDAx3GRUREkJycbIypniRi32/fd6Ixubm5FBUVkZWVRUVFRa1jdu3addx4n3vuOZ588ska25cuXYq3t/fJn7DU2bJly1o6BJFWTWtIxLm0pkQaTutHxHm0nkQaR2tIxHm0nkQaR2tIxHm0nppeYWFhS4cgIk5yyiSKvPfee1x44YW0a9eupUOpk0ceeYSZM2ca9+2llsaNG6fWM05SVlbGsmXLGDt2rDJARRpAa0jEubSmRBpO60fEebSeRBpHa0jEebSeRBpHa0jEebSemk9ubm5LhyAiTnJKJIocOnSIn376ia+++srYFhkZSWlpKdnZ2Q5VRVJSUoiMjDTGrF271mGulJQUY5/9f/u26mP8/f3x8vLCbDZjNptrHWOfozYeHh54eHjU2O7m5qYfQk6m11SkcbSGRJxLa0qk4bR+RJxH60mkcbSGRJxH60mkcbSGRJxH66np6fUVaTtcWjoAgDlz5hAeHs7EiRONbYMHD8bNzY3ly5cb23bv3k1CQgIjRowAYMSIEWzdupXU1FRjzLJly/D396dXr17GmOpz2MfY53B3d2fw4MEOYywWC8uXLzfGiIiIiIiIiIiIiIiIiIiIiLQFLV5RxGKxMGfOHKZOnYqra1U4AQEB3HzzzcycOZPg4GD8/f25++67GTFiBMOHDwdg3Lhx9OrViylTpvDCCy+QnJzMo48+yl133WVU+7j99tt54403eOihh7jppptYsWIFX3zxBYsWLTIea+bMmUydOpUhQ4Zwxhln8Oqrr1JQUMCNN97YvC+GiIiIiIiIiIiIiIiIiIiISBNq8USRn376iYSEBG666aYa+1555RVcXFyYPHkyJSUljB8/njfffNPYbzabWbhwIXfccQcjRozAx8eHqVOn8tRTTxljOnbsyKJFi7jvvvt47bXXiImJ4d1332X8+PHGmKuuuoq0tDQee+wxkpOTGTBgAEuWLCEiIqJpn7yIiIiIiIiIiIiIiIiIiIhIM2rxRJFx48ZhtVpr3efp6cmsWbOYNWvWcY+Pi4tj8eLFJ3yM0aNHs3HjxhOOmT59OtOnTz95wCIiIiIiIiIiIiIiIiIiIiKtlEtLByAiIiIiIiIiIiIiIiIiIiIizUOJIiIiIiIiItLqrFq9m59XbmvpMERERERERERERFqdFm89IyIiIiIiIlIfZWXlPPDgBwD8763/o2/fuBaOSEREREREREREpPVQRRERERERERFpVfLyiozbcz9c2XKBiIiIiIiIiIiItEJKFBEREREREZFWJTe3KlFk9erdJCSkt2A0IiIiIiIiIiIirYsSRURERERERKRVqZ4oArB3b2ILRSIiIiIiIiIiItL6KFFEREREREREWpXqrWcAEg6rooiIiIiIiIiIiEhdKVFEREREREREmsyhhDQ2bDjg1Dlzcwsd7h8+nOHU+UVERERERERERNoy15YOQERERERERNqua659BYAvPrufmJgQp8yZW1lRxNXVTHl5BYdVUURERERERERERKTOVFFEREREREREmkRWVr5x25nJHPaKIn36tAcgISENq9Vq7D+UkEZSUpbTHk9ERERERERERKQtUaKIiIiIiIiINImDB1ON26Wl5U6bNzfXVlGkZ48YTCYTefnFZGcXAJCWnss1177CtJvewGKxOO0xRURERERERERE2golioiIiIiIiEiTOHgwxbidnVPotHnzKlvPhIX5ExERAMCHH/9CWVk5f/yxyxiTkprjtMcUERERERERERFpK1xbOgARERERERFpmw5USxTJySlw2rz2iiJ+fl507BBOcnI2n3/+Bz7eHuzfn2yMO3QojajIIKc9roiIiIiIiIiISFugiiIiIiIiIiLSJA5Uaz2Tne28iiK5uba5/P29ufPOC+jaNQqAr79Zw5q1e41xCQnpTntMERERERERERGRtkKJIiIiIiIiIuJ0VquVAweaqKJIZesZfz8vOneK5O3Zt+Pn60lWVgHFxWXGuEOH0pz2mCIiIiIiIiIiIm2FEkVERERERETE6bKy8smrTOgAyM5xXkUR+7z+/l4AeHi4ce65fY39Q4d0ASDhsBJFREREREREREREjuXa0gGIiIiIiIhI23M0Mcvhfk62cyqKWCwWI1HEz8/L2H799Wez/0AyF180hM6dIln31z4OHVLrGRERERERERERkWMpUURERERETku//LKdAwdTmHL9Obi6mls6HJE2JykxEwBXVzPl5RVOqyhSUFCCxWIFHBNFYqJDeOd/dwBVFUfS03MpKCzBx9vDKY8tIiIiIiIiIiLSFqj1jIiIiIiclh597FPeefcnzh79L669/hV27Djc0iGJtClHKxNFevaMBiAnp/4VRf5cs4cFX66mvLzC2Jaba0sC8fR0w8PDrdbj/Py8jLY0yUlZtY4RERERERERERE5XSlRREREREROO+XlFVRUWIz78fFpLFu+pQUjEml7Eitbz/TsEQPYKoGUlZUDtjX4j0c/4d33fjru8VarlSef+oKXX/meGTPnGMkiySm2eUNC/E74+MHBvgBkOanljYiIiIiIiIiISFuhRBEREREROe3k1NIC4+DB1BaIRKTtSkqyVRTp3q0dLi4moGrt/fXXflau3M77c1ZgtVprPT43t8gYv2HDAX7/YycA8ZVrtWOH8BM+flBgZaJIVn4jn4mIiIiIiIiIiEjbokQRERERETntZFdWGAgM9OZ/s28H4MCBlJYMSaTNOVpZUSSmfajRBsae+JFZLXnjeBU/7K1r7HbuPArAwXhbokiHkySKGBVFslRRREREREREREREpDolioiIiIjIacd+YjogwMeoSpCenkteXlFLhiXSZpSVlZOamgNAdLsgAgJ8AMjOsa29lJRsY2xa5bjExExeevk74isTQRKPSRTZvScRwNh/0ooiQbbHzMxURREREREREREREZHqlCgiIiIiIqedqooiPvj6ehIeHgCo/YyIsyQmZWG1WvH0dCMoyJfgIFt1j9TUXACOHq1KAklNs2379LPf+fKrP7n2+ldJTc0xEkU6dAgDYM+eRKxWK/GH0mzbO54sUaSyoki2EkVERERERERERESqU6KIiIiIiJx27IkiQYG2igOdOkYAcOBAcovFJNLaWSwWY219/PGvAHTv1g6TyUSnTrY1tm9fEgBHjmQYx9krj2zcdNDY9v+e+9JoPTPqrF6YzS5kZxewb1+yUSEkLjbshPHY17daz4iIiIiIiIiIiDhybekARERERESaW/WKIgAdO4bz55o97NuvRBGRhnp/zgrmfvAz11w9ikWL12MymbjzzgsBW8IIwI6dR1j5yzb27E00jktLy8FisZCclGVsW7duH2az7bqGjh3D6dAhnP37k/l+0V8AREYG4u3tccJ4jIoiWaooIiIiIiIiIiIiUp0qioiIiIhIs/jrr33MmDnHoeVESzk2UaRPn1gAVq3ejdVqbbG4RFqz9+eswGKx8sk8WzWRiRMG0bdybXWtTBTZvDmef/xzHsXFZcZxqam5JCZlUVhUipubmYsvHgJARYUFgOh2wfTu1R6ABQtWA9C/f4eTxmMkimQqUURERERERERERKQ6JYqIiIiISLO4Z8b7rF27lyee+rylQ6mRKDJieDc8Pd1ITs5m1+6jLRmaSKsVFubvcP+66842bnfqGI7JZKr1uNS0HKMlTceOEdxy8xh8fKqqhbRrF8xNN55HeHgAAMHBvtx914UnjSc4uDJRJFutZ0RERERERERERKpr8USRo0ePcv311xMSEoKXlxd9+/blr7/+MvZbrVYee+wxoqKi8PLyYsyYMezdu9dhjszMTK677jr8/f0JDAzk5ptvJj/f8aqxLVu2MGrUKDw9PWnfvj0vvPBCjVjmz59Pjx498PT0pG/fvixevLhpnrSIiIjIaWznziMtHUKNRBFPT3fOHNEdgBUrtrVYXCKtmZtbVWfTkWf2IC42zGHfsdV6XFxsiSOpqTns22dr+9SlSyRhof7897Wb8fX1JCYmhOBgX8LDA3jt1Zu4+OIhvPjCVIKD/U4aT1CQbX0XFZVSVFTa6OcnIiIiIiIiIiLSVrRookhWVhYjR47Ezc2NH374gR07dvDSSy8RFBRkjHnhhRf473//y+zZs1mzZg0+Pj6MHz+e4uJiY8x1113H9u3bWbZsGQsXLuTXX3/ltttuM/bn5uYybtw44uLiWL9+Pf/5z3944oknePvtt40xq1at4pprruHmm29m48aNTJo0iUmTJrFtm04UiIiIiDiTxdLyrV3sFQaCKhNFAM4e1QuATZsOtkhMIq1dXl4RYKvQc//MS2rsv+LyEQBcPnk4Tzx+FS+9OA2wJYrs329LFOnaJQqAnj1i+HL+g3ww526jEklcbBiPPHwZPXpE1ykeb28P3N1tySsLF/1FeXlFw5+ciIiIiIiIiIhIG+J68iFN5/nnn6d9+/bMmTPH2NaxY0fjttVq5dVXX+XRRx/l0ksvBeDDDz8kIiKCb775hquvvpqdO3eyZMkS1q1bx5Ahtl7Wr7/+OhMmTODFF1+kXbt2fPLJJ5SWlvL+++/j7u5O79692bRpEy+//LKRUPLaa69xwQUX8OCDDwLw9NNPs2zZMt544w1mz57dXC+JiIiIyGnBarUetw1FUyosLGHWm0s4eDAVgIBAb2NfREQgALm5hc0el0hrV1FhIT/flsz/z39MrrXix223jmXQoM6cNbIHZrMLpaXlAJSWlrN9+2EAYtuHGuP9/LwaFZPJZDKqlrzy6kK8vDy4aOLgRs0pIiIiIiIiIiLSFrRoosh3333H+PHjueKKK/jll1+Ijo7mzjvv5NZbbwXg4MGDJCcnM2bMGOOYgIAAhg0bxurVq7n66qtZvXo1gYGBRpIIwJgxY3BxcWHNmjX87W9/Y/Xq1Zx99tm4u7sbY8aPH8/zzz9PVlYWQUFBrF69mpkzZzrEN378eL755ptaYy8pKaGkpMS4n5ubC0BZWRllZWWNfm0E43XU6ynSMFpDIs6lNdU4x7acSE7OJDTUv9njePmV71j8w0bjvq+Ph/E19fJyAyA3r0hfZyfT+mn7cnMLjXXu6ela69fa3d3MmSO6YrFUYLFUYDJBeHgAqak5pGfkARAR4e/U75Nu3dqxZcshABISUtvE96DWk0jjaA2JOI/Wk0jjaA2JOI/WU/PRayzSdrRoosiBAwd46623mDlzJv/4xz9Yt24d99xzD+7u7kydOpXkZFv54YiICIfjIiIijH3JycmEh4c77Hd1dSU4ONhhTPVKJdXnTE5OJigoiOTk5BM+zrGee+45nnzyyRrbly5dire3dy1HSEMtW7aspUMQadW0hkScS2uqYUpLHVs+zF+wiLjYgGaNIeFwLot/2GncN5tN/Pnnr5jNtm6MefmlgO2E96JFi1qk4klbp/XTdmVl2aqJuLm5sGzZ0jofV/1PJ5MJNm36k61bndchdeiQAOLj3cnNLWXL1l0sWlTC8hWHCA31ZkD/8JNPcArTehJpHK0hEefRehJpHK0hEefRemp6hYWqxCvSVrRooojFYmHIkCE8++yzAAwcOJBt27Yxe/Zspk6d2pKhndQjjzziUIEkNzeX9u3bM27cOPz9m//q2LaorKyMZcuWMXbsWNzc3Fo6HJFWR2tIxLm0phonOTkbXvvLuB/drgsTJgx12vwpKdn8vHI7EycMOm67ivfeXwHsZMz5fRk5sgdenu6MGNHN2F9cXMqbb23EaoVzzx2Dt7eH0+I73Wn9tH07dx2FdzcTFOTHhAkT6nzcvv0QH78GsLV/uvjii5weW2DAOl56ZSF+vsGEh3dn/Ya1AMyYcQ3eXq1vnWs9iTSO1pCI82g9iTSO1pCI82g9NR97hwURaf1aNFEkKiqKXr16OWzr2bMnX375JQCRkZEApKSkEBUVZYxJSUlhwIABxpjU1FSHOcrLy8nMzDSOj4yMJCUlxWGM/f7Jxtj3H8vDwwMPj5ofKrq5uemHkJPpNRVpHK0hEefSmmqYgoJSh/tHErOc9joePJjCdVNeA6C83MKN084jKTkLL093AgN9jHEHDth+1+vbN47x4wbWmMfV1RU3NzNlZRUUFZUTEODrlPikitZP21VYaFvjAf7e9foad+xYVdUxJjqkSb4/QsMCAcjOKeTwkUxj+8aN8Yw+p4/TH6+5aD2JNI7WkIjzaD2JNI7WkIjzaD01Pb2+Im2H82r6NsDIkSPZvXu3w7Y9e/YQFxcHQMeOHYmMjGT58uXG/tzcXNasWcOIESMAGDFiBNnZ2axfv94Ys2LFCiwWC8OGDTPG/Prrrw59s5YtW0b37t0JCgoyxlR/HPsY++OIiIiISMPl5DqWpcxIzwNg3bp9rFm7t0FzfvDhSu69732m3fSGsW3nrqP8+tsOrrzqJW657S0qKizGvj17kwDo2jWqxlwAJpPJqEaSl1fUoJhOJi09l6ys/CaZW6Ql2deMn59nvY6LiwszbkdHBzs1JrvgIFvCWFZWAfv2VbUW/e23ncc7REREREREREREpE1r0USR++67jz///JNnn32Wffv2MW/ePN5++23uuusuwPZh/YwZM3jmmWf47rvv2Lp1KzfccAPt2rVj0qRJgK0CyQUXXMCtt97K2rVr+eOPP5g+fTpXX3017dq1A+Daa6/F3d2dm2++me3bt/P555/z2muvObSOuffee1myZAkvvfQSu3bt4oknnuCvv/5i+vTpzf66iIiIiLQ1OTmOiSKZWfkUFpZw733vc9/MOaSl169sZWJiJv97eynr1u2jrKzC2L569W7++eg8KiosJCZmsmnzQQCyswtITc0BoGuX2hNFgCZNFMnPL+b6Ka8xddrrFBQUO31+kZaUm2tbM/7+3vU6Li62eqJIiFNjsgsKslUHys7KZ+++JGP7qtW7HZLJREREREREREREThctmigydOhQvv76az799FP69OnD008/zauvvsp1111njHnooYe4++67ue222xg6dCj5+fksWbIET8+qK9U++eQTevTowfnnn8+ECRM466yzePvtt439AQEBLF26lIMHDzJ48GDuv/9+HnvsMW677TZjzJlnnmkkqvTv358FCxbwzTff0KdP6y1FLCIiInKqyK2sKOLna/sdLisrnyNHM4z9X331J59+9jsrVmylrKz8pPNt2HjQuP3Gf2/h6y8fAqCiwuJw4nf58q3k5hbx3vu2ynExMSH4+By/4kFTJors3HmEvLwi0jPy+PyLP5w+v0hLMiqK+HvV67iQED98fGwtPZuqokhQZUWRwqJS9uxJNLbn5BSSXs8kNRERERERERERkbbAtaUDuOiii7jooouOu99kMvHUU0/x1FNPHXdMcHAw8+bNO+Hj9OvXj99+++2EY6644gquuOKKEwcsIiIiIvWWnV0AQIeO4WzdmkBWVgFHDlclinzw4Urj9q23jOHGaeedcL4NGw4AMPWG0Qwa1Amr1Yq3tweFhSUAjDyzB3+s2sXKX7ZRVlbBosW2NoUnqiYCTZwosuuIcfvTz37n6qvOwtvbw+mPI9ISjIoifvVLFDGZTIw+pw+//7GTfn3jmiI0vL09cHd3pbTUloTm4+OBv783SUlZJCdnExER2CSPKyIiIiIiIiIicqpq0YoiIiIiItL2JSVlsbGyAkiHuHDAdiX/oYS0Wsd/v/AvLJbjt4OwWq1s3GhLFBk0sBNgO9ncPqaqbcUtN5+Pt5c72dmFrPxlm7H9wgsGnjBWe8WTvPz6t4ZJSclmyY8b2X8gudb9u3YdNW4XFJQQf6j25y/SGuXmVVYN8qtf6xmAf/5jMt9/+wghIX7ODguwvT8EBfoY97t0iSIqMhCA5JTs4x6XmZnHli2HmiQmERERERERERGRlqREERERERExFBSWsHVbAlar1SnzWa1Wpt/zLhs32RJFYmNDMZlMWK1Wtu847DD2/pmX4OPjQXJyNps2xR93zsTELFJSc3B1NdO3b6yxvai41LjdtWsU0dG2xJGCAluVkY8+uIezzup5wngbWlFk374kLrv8Pzz19Hzumzm31kSXndUSRQCSk7Lq9Rgip5qSkjLjvcK+Zvz9jt/a6URcXc1Oi6s2QUG+xu0B/TsQGRkEwI4dh/nt95013vPKyyu4+573uP3O//HX+v1NGpuIiIiIiIiIiEhzU6KIiIiIiBj+/shH/N/ts/l55baTD66DjIw8kqolRAT4exMQYEvG2Fp5pf41V5/FU09ezWV/G8b55/UDYNlPm4875759SQB06RyJp6e7sX3smP4AdO4ciYuLC9ExwQ7HRUUFnTTehiaK7N2bZJxoTk/P5WB8KmBrN3PHXW+zZu1eUlKyMZlMjDyzBwBJyUoUkdbr6NFMLpz4DP9+/ms+/uRXfvttJwD+/vWvKNIcAqtVFBk0sBORlRVF5i9YzcN//4ifV24jPj6VkpIyAJYs2Wis46++/pPy8opmj1lERERERERERKSpuLZ0ACIiIiJy6li/3tbSZdHiDZx3bt9GzxdfeaLVLjIqiKBAX7KzC432Luef349ePWMA6N+/A999v44jRzOOO6f95G3HjuEO22+Ycg6hof6MGmWrGhLdrqoVTWCgN97eHieNt6GJIrnHjJ9yw3/p1CmCgvxiUlJzuG/mHMBWUaVz5wj+WLXLIYFGpLVZuOgviovL+H7hXw7bm6p9TGNVrzjUp08sKce0nHnyqS8oK6vgumvP5q47L+CDj1Ya+1au3M7Zo//FI3+/jIsvGtI8AYuIiIiIiIiIiDQhVRQREREREQAyM/OM22Gh/k6Z057UERERyL33TGTQwI4EBfk4jImJrkroCK08yZyRkcfx2JNPOnRwTBRxc3Pl0kuGElzZYiI6uqqiSFSUY3WR42lwokhuYY1tBw6kkJKa47Bt+PBuRsuL5JRsp7X4EWlu7u41rzmYfueF9OsX1wLRnFxOToFx28vL3agoYldWZqsY8sm8XykoLOHo0UzAMfHl3fd+qrWtlIiIiIiIiIiISGujRBERERERAWDX7kTjdklpmVPmtCd1jB83gKuuHImLiwtBlYkcYKv04e/vZdwPDa1MFEk/fqKIUVHkmESRY8VUSxRpV4e2M1CVKJKbV0R5eYXRhuJkcnNtiSUDB3Q84bhRI3saLXBWrdrNuAueYsfOI3V6DJFTSVZWvsP9ceMGcO21ozCZTC0U0YnddeeFmM0uPHD/JQBGwlZtkivbQvn5evLgA5fSo3s0AGlpuaz7a3/TBysiIiIiIiIiItLElCgiIiIiIgDs2lWVsJCVVXCCkXVXW5uYoOCqRJEhg7s4jA8JsVUyycsvrjVJo6LCwqFDaUDNiiLHiq5WqaRduzpWFPH1tD1+XhGP/utTJlz0/0hLzz3pcfaKIsOGdSO42vNzmNvPi3794oiqdoK6oKCETz/9rU6xiZxKUlMd10Wf3u1bKJK6GXlmD5Yve4LL/jYcgPDwgFrHhYX5k5ycDdiSSc4e1Yv337uLyyfbjvvhhw3NEq+IiIiIiIiIiEhTUqKIiIiIiGC1Wtm0Kd64n5WZf/zB9VBbm5igwKrWM+ee28dhvJ+fp9HS4tj2M1arlb/W76e0tBx3d1ejMsfxhIcH4OpqBjjp2KrHt1UUSUhI59ffdlBUVMqGDQdOepy9okhoqB/vvXMnQ4d0qTHmwgsG4upqJiLC8QT1sS0wRFqD1DTHtkq9ep3aiSLg2C6nttY5ADk5hUaiSES1tTlsWDcA4isT1URERERERERERFozJYqIiIiICM/9+yv+Wl/VUuHYthINkZGRR3Z2ISaTibjYUGN7cXFVpZARw7s5HGMymQgJ8TOOr+677//ivplzAIiLDcNsPvGvsmazC+1jbFVFYtuHnnCsXWxsaI2KIDk5hSc9LjfPliji7+dFREQgPXtGO+x/7ZWbmH7XhQB4eLg57LNa6xSayCklPa2qooiHhxtdu0S2YDQN88rLNzL9zguZ//kDXDB+IAClpeUcPJgCOCZxhYXZqh2l16HCkIiIiIiIiIiIyKlOiSIiIiIip7mSkjIWLloPwNQbRgOQlV2AxWJp1LybN8cD0LlTBJ6e7sb2C8YPwGx24YrLRzhst7Mnihzb8uWbb9YYtydMGFSnGB56cBJ33D6eAQM61Gm8h4cbd91xgcO2lJTskx6XZ08U8fd2+N+uW7d2RnUTgLNG9jBuFxeX1ik2kVNFeXkFGZVVh269ZQzPPHUNbm61V+g4lQ07oyvXXjuK6Ohg/vXo5UaVkd17EgGIjAg0xoaG2hJFsrIKKC+vaPZYRUREREREREREnEmJIiIiIiKnOXuSg9nswo3TzgOgosJitFNpqA0bbS1bBg7s6LC9Y8cIflr6OPfcPbHW40JDa1YUiT+Uyu49iZjNLixe+E+uunJknWLo378DU64/BxeXuv/ae8EFA5l06RnG/dTUnBOMtsnNtVUd8fe3ta4JCHBMFPH19XS4/+g/L2fsmH4AFJeUIXIqe/2Nxbz51hLjfnp6HlarFVdXM1NvGM3IaolPrZXJZCKwsi3W7t2ViSLVKooEBnhjNrtgtVrJdFJrLhERERERERERkZaiRBERERGR05w9IcTPzxN3d1f8/GzJDo1tP7Nx00GgZqII2Cp3HK91TGgtrWd++mkLAMOGdTVO5jYVk8nEQw9O4v89cy0AKcdJFDl4MIWvvv6ToqJS8vKKgapEkcCAqhj9fD1rPFd/f2/69IkFoKRYiSJy6srJKeTTz37n409+JTU1h/LyClb/uRuwtWOpTxLWqc6e4GWvGBIZGWTsc3FxMd6b1H5GRERERERERERau7bzqZ6IiIiINEhuXmU1DD/bSdLgYF8AMhuRKJKZlc/Bg6kADOhfM1HkREJCbC0e/li1m8OH04GqK/xHDO/e4JjqKyI8ADh+65mnnp7Piy99x6S//Rur1QpgJNn4V6so4n9MdRE7e9udYiWKyCksO6fAuL1vfzJz5q7gPy9+C0BwkG9LhdUkjk1Cq15RBKraz6Sl5yEiIiIiIiIiItKaKVFERERE5DRnVBSprIYRFGQ7WZqVVXDcY05mzx5bYkdcXFi9K4CEVF61v39/Mnfd/S5Wq9WobhIW5t/gmOorvDJRJCMjz6gwYJeamsPuyueYl2+rJuLt5Y6bmytga1Nh5+9fe6KIh4cbAMUlpc4NXMSJcnMKjdt79yaxdNlm43779qEtEVKTqb5uvbzcCTrmvcveFksVRUREREREREREpLVTooiIiIjIac6eKGJPaLBXCcjMbHhFkZQUW7uW6Ojgeh/bLqqq3UN6ei4ZGXlkZduSVoKasYJBcLAvrq5mLBYr6cdUEFj9554a4/2qJYQEVDvhHHCcRBFPz8pEEVUUkVNYdrVEkRUrtnL0aCYAV15xJtOmnttSYTWJgGqJIb17tcdkMjnstyeqpaUpUURERERERERERFo3JYqIiIiInOZyc20ngu1tU4zWM41IFElNzQaq2rfUx4ABHbj/vouN+wkJ6UZFEXu1k+bg4uJCeOWJ4WPbz6xavQuA8eMHGNu8vdyN276+nri42E4y+1dWajmWPVGkRIkicgrLya6qLLR3XxIAQwZ3Zsa9FxEb27YqilSvINK/f4ca++2tZ9IzlCgiIiIiIiIiIiKtmxJFRERERE5zVRVFbAkN9oSRgoLiBs9prygSHh5Y72NdXFyYPHkEI0Z0B2DP3kSj6kZzVhQBCI+wJbqkpOY4bN+y5RAAV0weYWxLSs4ybru4uBiv53ETRTxsiSXFJUoUkVNXTm5hjW1nntm9BSJpetUrAfXvF1djv5EockyFIRERERERERERkdZGiSIiIiIip7m8PNuJYP/KBBEfb08ACgpKGjxnir2iSET9K4rYxba3VSuwJ2W4u7s6VO1oDlGRtjY4SUlVSSBWq5W8PFtyTXi1iinHtpAJCLBVJ/A/TusZD7WekVYgO9sxUaRPn1guvmhIC0XTtKqvxd69Y2vsDw31A2wtsURERERERERERFozJYqIiIiInOaqKorYEhq8fTwAKChseEWR1MqKIg1pPWPXvn0IAJu3xAO2aiImk6nB8zVEdHQwAEePZhjbCotKsVisgK3FzNQbRgPwt0lnOBwbUPl6Hi9RpKr1TKlTYxZxJntrqosvGsLr/72Z/731f/j4eLZwVE1j2BldAWgfE4JXLUlpIcG2RJHGtOUSERERERERERE5Fbi2dAAiIiIi0rKObT3jY08UaWBFEavVarRqaUjrGbvY2DAAsrIKAAgK8mnwXA0VE21LVjlSLVGkIN+WQGM2u+Dh4cbNN53PoIGd6NvXsQJBt25RbNl6iK5dImud29OjsqKIWs/IKSw7x7b+evaIZvCgzi0cTdPq3DmSjz64h7Cw2hPc7G258vKKsFqtzZ64JiIiIiIiIiIi4ixKFBERERE5zdkrBtgrX9irBRQ2MFEkO7uA0tJyTCYTYWH+DY7L3nrGLijIt8FzNVR0ZaLI0aOZxrb8ykQRX19PTCYTrq5mhg7tUuPYe++5iGuvOZvIyMBa5/b0tFUsKCuroLy8AldXs5Ojl9buVPi+yM2pfH8IqL0yTlvTuXPtiV1QlShSUWGhqKgUb2+P5gpLRERERERERETEqdR6RkREROQ0l5dXWVGk8iSoj7e9okjDWs+kVlYTCQ72xd294XnJoaF+DidiW6KiiL31TFpaLiWVlT/sr8vJ2m+YzS7HTRKBqtYzACWl5Y2MVNqaz7/4g9HnPcbGjQdaNI7sykSRwIDmX3+nGk9PNyNxx/6+KSIiIiIiIiIi0hopUURERETkNJaWlkNmVj5QvaJIZaJIYcMqilS1nam9fUNdubi4MGhgR+N+UGDzVxQJCPA2Xo/ERFtVkeoVRRqjehJNSXFpo+aStsVqtfLafxdhsVj55NPfWjSWnMpEkYDA06OiyImYTCb8/GzrXokiIiIiIiIiIiLSmilRREREROQ0tX9/Mpf+7XmKi22VMvz9KyuKVFbKKGhg65n4+FQAok5QTaOuhp3R1bjdEhVFTCYTMZXtZ45Utp/Jr6wo4uvTuLYTJpPJqCpi/xqIAOzYccS4Hd0uuMXisFgsRmuqAH8likBV+xklioiIiIiIiIiISGumRBERERGR09TWrYcc7tsrZNgraJSUlFFeXlHvedes2QvAwIGdGhkhnFEtUaR6q5bmZG8/c/RoBgAFlRVFfBpZUQRQoojUavmKrcbt8nJLi8WRn1+MxWIFbNV1pCpRJDevYa25RERERERERERETgVKFBERERE5TWVXtpSwc3U1A+DtXVUpo7Ce7WcKCorZUpmAMnxYt0ZGCDExIcbtsLDGtbJpqA4dwoGqBJj8ykorvj6NTxTx8HAHoLhEiSJS5a+/9hm3C4saVtnHGextZ3x8PHBzcz3J6NODvyqKiIiIiIiIiIhIG6BEEREREZHTVHp6rnH7ySeuMm67uprx8LBVuqhv+5m//tpPRYWF2PahRiWOxjCZTLz7zp3MuPcizhrZo9HzNcSFFwzCZDKxZu1e4uNTyW+CiiIlxaWNnkvahvLyChIOpxv365us5UwZmXkABAY2f9unU5Vaz4iIiIiIiIiISFugRBERERGR01R6uu0k8AP3X8LYMf0d9tnbzxQU1K+9wsZNBwE4Y1jXk4ysu149Y7jyijMxmUxOm7M+oqODGXVWTwDmL1htvCbOqCji6aHWM+IoKSmL0tJy435LJookJ2cDEBkZ2GIxnGr8/Stbz+QWnmRkw1itVqxWa5PMLSIiIiIiIiIiYteiiSJPPPEEJpPJ4V+PHlVXihYXF3PXXXcREhKCr68vkydPJiUlxWGOhIQEJk6ciLe3N+Hh4Tz44IOUl5c7jFm5ciWDBg3Cw8ODLl26MHfu3BqxzJo1iw4dOuDp6cmwYcNYu3ZtkzxnERERkVNFRoYtUSQkxL/GPh9ve6JI/U5SHz2aCUCnynYtbcWkS88A4Lffd5KX78REkcqKImo9I3YH41Md7hcWtly1GSNRJCKoxWI41VSvKGK1Wlm/YT/vz1lOUnJWo+YtL6/gvplzOPf8x7nmuld4a/aPXDLp38yZu4KysvKTTyAiIiIiIiIiIlIPLV5RpHfv3iQlJRn/fv/9d2Pffffdx/fff8/8+fP55ZdfSExM5LLLLjP2V1RUMHHiREpLS1m1ahUffPABc+fO5bHHHjPGHDx4kIkTJ3LuueeyadMmZsyYwS233MKPP/5ojPn888+ZOXMmjz/+OBs2bKB///6MHz+e1FTHD2lFRERE2hJ765mwUL8a+3wqkyAKTlDNoLS0nLumv8Prbyw2tiUm2RJFoto1vu3MqWTgwI54eLiRnp7L1q2HAOe0nvHwdAdUUUSqxMenARAWZkvgasmKIvbkB1UUqVI9UeTV1xZy9z3v8e57y5ky5TWjolJD7N2XxJq1eyktLSchIZ2PPv6F9PRc3nn3J+Z9+vvJJxAREREREREREamHFk8UcXV1JTIy0vgXGhoKQE5ODu+99x4vv/wy5513HoMHD2bOnDmsWrWKP//8E4ClS5eyY8cOPv74YwYMGMCFF17I008/zaxZsygttV15N3v2bDp27MhLL71Ez549mT59OpdffjmvvPKKEcPLL7/Mrbfeyo033kivXr2YPXs23t7evP/++83/goiIiIg0A4vFQrpRUaRmooh3HVrP7Nx5hI2bDrLgy9VUVFiwWq0kJdlOLEdFtq0KBB4ebgwa2BHAeI6+la9RY9hbz5QUt1zVCDm1xFdWFOndqz2g1jOnmqpEkWKWr9gK2F6fwqJS5s9fZYwrLS0nN7eozvPaqzEBuLmZHfYlJKQ1JmQREREREREREZEaXFs6gL1799KuXTs8PT0ZMWIEzz33HLGxsaxfv56ysjLGjBljjO3RowexsbGsXr2a4cOHs3r1avr27UtERIQxZvz48dxxxx1s376dgQMHsnr1aoc57GNmzJgBQGlpKevXr+eRRx4x9ru4uDBmzBhWr1593LhLSkooKan60DY313ZFbllZGWVluiLUGeyvo15PkYbRGhJxrra2prKzC6iosADg7+9Z43l5e9kqXeTmFh73OdtPXpaVVXD0aDqenm4UF5dhMpkICfFpM6+V3ZAhnVn95x7jvqenW6Ofo7u77YRwQWExmzYfICzUn/DwgEbNeSpqa+unKZSXV/DY45/zx6rdAHTvHsXKX7ZTWFjSYq+bPSkqLMxPX7tK9vfG7TsOk5dXhLubK7fdOoannl5ASkq28To99PeP2LjxIB99eHedEufs76fjx/Xn0kuHsnt3Iu7urvznxe9IT891eP21nkQaR2tIxHm0nkQaR2tIxHm0npqPXmORtqNFE0WGDRvG3Llz6d69O0lJSTz55JOMGjWKbdu2kZycjLu7O4GBgQ7HREREkJycDEBycrJDkoh9v33ficbk5uZSVFREVlYWFRUVtY7ZtWvXcWN/7rnnePLJJ2tsX7p0Kd7e3nV7AaROli1b1tIhiLRqWkMiztVW1lRqagEA3t6uLF36Y439WVnpALwxazFHDu+lQ4eq5IWKCguHEnI5eDDH2PblVz/g6Wn71dLHx5WfflralOG3iOIix+oAm7esJz19z3FG101qmu131llv2r4GoaFe3Hxjv0bNeSprK+unrqxWKyaTqU5jd+3O4I9V+4z7+fmJgK2iyKJFi+o8j7PYKgTZqlzs3LGRpMSdzfr4p6rDh20XCOTl2d4PIiK8OHjQ9tocOZrG4sWLSUsrZO1a29fyow+/o0+fsJPOu2btAQAKCtI5FL8VTw84eDAbgPj4RBYvXlzjmNNtPYk4m9aQiPNoPYk0jtaQiPNoPTW9wsLClg5BRJykRRNFLrzwQuN2v379GDZsGHFxcXzxxRd4eXm1YGQn98gjjzBz5kzjfm5uLu3bt2fcuHH4+/u3YGRtR1lZGcuWLWPs2LG4ubm1dDgirY7WkIhztbU1tWbtXmAb7aJCmTBhQo39e/YuYvuOdEpKKvh8/i5++bkqQfbzL1Yxf8E6h/FRUZ0ICvQFttOxY1Stc7Z2VquVhYsPG1UWxo07j7jYk58APpF9+xezZUtVW4n09CIuuOACXFxavEOkU7W19XM8GZl5+Pp4Ulxcxgv/+ZatWxN4681biY4OPumxS360tb2Mjg7mnrsn0K9fLJ/M24HVCuedNxavykoWzSUjI4+KirW4uJi48spLcXU1n/yg08D+AynM+6wqaebccwdyycVD+ejj7RQWlDN+/AW8MWuJsb9b955MmHDGSef9cekcII3R5wxn7Nh+xmN9sWA3pWUmh/fU02U9iTQVrSER59F6EmkcrSER59F6aj72Dgsi0vq1eOuZ6gIDA+nWrRv79u1j7NixlJaWkp2d7VBVJCUlhcjISAAiIyNZu3atwxwpKSnGPvv/9m3Vx/j7++Pl5YXZbMZsNtc6xj5HbTw8PPDwqNmX3s3NTT+EnEyvqUjjaA2JOFdbWVPZWbbs/7Aw/1qfj5+fY9Ku2Ww2khcWLlxfY3xiYhalpbZWNtHtQtrEa1SbEcO78dXXawAIDPBt9PPMLyipsa24uIKAgJq/Z7YFbWX91CYlJZurrn6F2NgwKioqiI+3JQBt2HiQDh1s1QuLikpxczPXSLrYvv0wm7ccwmx24c1ZtxEW6m9UI7FarZSVWfD3b97XLT09H4CwUH+8vDyb9bFPZcFBfg73Bw7sTHh4IC4uJiosFvLyS/hp+RZjf25ucZ2+5xMrE9BiY8OM8ZERtpY1OTmFgAk3N8c/39vyehJpDlpDIs6j9STSOFpDIs6j9dT09PqKtB2n1KWK+fn57N+/n6ioKAYPHoybmxvLly839u/evZuEhARGjBgBwIgRI9i6dSupqanGmGXLluHv70+vXr2MMdXnsI+xz+Hu7s7gwYMdxlgsFpYvX26MEREREWlrDh/JACAsLKDW/ce2ucjOLjBud+gQXmP8gi//ZPb/bO1ToqICnRTlqWf4sG7GbV/fxp88bx8TYtz297cl56Rn6MqM1mj3nkTKyirYvz/ZSBIB2LjxIE8/M5+NGw9w2eUv8LfJL/DxJ79yKME2pry8gv+89C0A48cPICzUVp3QZDIZVUQKC2smFDW1hMO29lORkYHN/tinssBAH+Prct65fRgyuDOurmaCg3wB2LMnkdzcqjZVmZn5WCwWlvy4kdTUnBrzZWXl858XvzX2Va8+4+/vhdnsYswjIiIiIiIiIiLiLC1aUeSBBx7g4osvJi4ujsTERB5//HHMZjPXXHMNAQEB3HzzzcycOZPg4GD8/f25++67GTFiBMOHDwdg3Lhx9OrViylTpvDCCy+QnJzMo48+yl133WVU+7j99tt54403eOihh7jppptYsWIFX3zxBYsWLTLimDlzJlOnTmXIkCGcccYZvPrqqxQUFHDjjTe2yOsiIiIi0lR++XUHK1ZsYf8BWzW1Pr3b1zqutLTc4X5Kag7BwbYr6V1dT5xrHBdXM5GkrRg8uDOhIX74+Hri4dH4KygunzwCk8nERRMHM2PmHHJzi8jMyKdzJycEK83q2CSAcWP7s3TZZpav2ArAD0s2GvvefGsJs//3I5/Nm8mePYns2ZOIn68nd95xgcMc3t4eFBaWtEiiyB9/7AKgX78Ozf7YpzJ3d1dmvX4r5eUV9OkTa2wPDfMnPSOPTZsOOozPys5n4aL1/Pv5rwkM9Gbxwkcd9i9ctJ6vv1lj3A8M9DFuu7i4EBLiR2pqDhmZ+UREBDbNkxIRERERERERkdNOiyaKHDlyhGuuuYaMjAzCwsI466yz+PPPPwkLs/V6f+WVV3BxcWHy5MmUlJQwfvx43nzzTeN4s9nMwoULueOOOxgxYgQ+Pj5MnTqVp556yhjTsWNHFi1axH333cdrr71GTEwM7777LuPHjzfGXHXVVaSlpfHYY4+RnJzMgAEDWLJkCREREc33YoiIiIg0g0f+8bHD/eOdBL7m6rPYtesoGytPeqam5NCzRwwAeXnFtR7TPiaEyy4bzrmjezsv4FOMl5c7n392PyZTzaorDeHv782N084DICTYj4MHU8nIzGv0vNL8UlJsiSLBwb48eP+lBIf4sXTZ5uOOt1isbNuewL59yQCMGzfAqEph5+3dMhVFSkrKWP3nbgBGt+H13FA9ekTX2BYW5s+uXUfZtCneYXtWZj5r1uwFIDu7kPLyCofWQ/akPYAe3aNrvK8YiSIZel8QERERERERERHnadFEkc8+++yE+z09PZk1axazZs067pi4uDgWL158wnlGjx7Nxo0bTzhm+vTpTJ8+/YRjRERERFqzkpIyh/uBgd60bx9S69jQUH9mvXEr/3j0E1au3E5KtWoJeXlFDmMvvmgIOTmFPPH4lXh6ujs/8FOMve2EswWH2Cq2ZGaoxURrlJZmWyPXXj2Kc87pXWOd2E2+bDgWi5Wvv1nDwYOp7N9vSxTp3Dmyxlhvb1uVxMKi0uM+bnl5Bf97exl9+8Zy9qhevPzq9yxbtpl3377ToY1JXSQmZnLwYCrl5RUUF5cRERFIj+41kyKkptAQW8ug7TsOAxAXF8ahQ2lkZRUQFVX1ddi9O5He1So5JSdlARATE8I990yoMW9IsC15KCNdLalERERERERERMR5WjRRRERERESaltVq5aOPf6Fb13YEBfk47HNzcz1pVYyI8EDAsa1GbuUJ8FGjenLTjefTvVs75wZ9mjJOCKuiyCmroKAYDw83h4oQdvZkqvCIAAD8/LxqnSMmJgSz2da+6WB8qlFR4oSJIieoKPLrrzv4ZN6vAMx6/Ra++24dpaXlLPtpM9OmnlvXpwbA/3v2S6OKEMB55/ZxSuWc00FYmL/D/b59YisTRfJJSs4ytm/eHO+QKHLkaAYATz1xda2VSkIqE8jSVVFERERERERERESc6MQN5kVERESkVdu+/TCz/7eUh/7+EQsXrXfYd+vNY056fHi47aR3Smq2sc1eKeGO/xuvJBEnsp8QzshURZFT0ZEjGVw48f/x5FNf1LrfnkwVHhZwwnliokPo2DEcsCUNpFdWiujUqWbby6pEkeNXFFmzbq9x+66736W0tBzAaB1TH9WTRPz8vLj+urPrPcfpqkaiSN84APLyi0lISDO2b9pc9RoXFBSTWbneY2Jqr+5kf1/IrPa+8NvvO1m4aJ+SykREREREREREpMFUUURERESkDUtOyQZs7Sm+/OpPAC6fPJzx4wbSq1fMSY+PqEwUsZ8Et1gsFBQUA+Dr69kEEZ++jBPCqhxwSlqzdi/l5RUsX7GVm28+nw5x4cY+i8VCWpot4cOeXAVw+/+NY/b/ljrMEx0djL+/rdqIPekqKioIn8qkkOpOVlHEarWybt2+Wvdt336YnJxCAgK86/oU8fZyN9rcTL/rQoKCfOt87OmufUyow/2ePaIxm12oqLCQlVVgbN+6LQGr1YrJZOLIEVs1kcBAn+O+n4ZWvi8kJ2cb2159bRHp6Xnccuts5n/+QJO1w5K6WbN2L+++9xM3TBnNqLN6tnQ4IiIiIiIi0kQqKiooKys7+UCRU4Cbmxtmc82qyNUpUURERESkDcuoJemge/doh9YHJxJuJIrYToIXFpZisViB47fWkIYxWs8oUeSUVFZWbtx+5pkFPP30NURFBgG2ag/l5RW4uJgIDfUzxl17zSjOP68fn8//gwULVmMymYiKCsLd3RV/fy9yc22JIp061qwmAuDjbUsAOF6iyOHDGSQnZ+PmZmbmfZfw/AtfA+Dqaqa8vIK16/Yydkz/Oj2/8vIKI0nk7dm306dPbJ2OE5u+fWPp378DmzfHAxAdHUJQoI/RMsbFxYTJZCInp5DklGyiIoOMRJH27WuvJgLQvbIdzdZth5j15g+AifR025yZmfnMX7CKG6aMbrLnJSe2desh/v7Ix5SUlPHEk58z573pxMaGnvxAERERERERaTWsVivJyclkZ2e3dCgi9RIYGEhkZORxW0srUURERESkDbOfUOzbN5YdO45QUWGpV7uYiMjAynlyyc0tpKDAdsLa3d0VDw83p8d7OgsOtreeUaLIqah6648dO48wZcprfPXlw/j7e5FaWU0kJMQPV9eqTH1XVzPR0cHEtredOA4P8zfWTceOEUZSwfGq+5ysooi9VUzfPrFccvEQ1q/fT3pGLuFhASxdtpnExKw6Pz97dROAnj1PXm1IHJlMJp5+8mruuOtt4uLC8PJyJyjY10gUiYsNw83dlT17Elm48C/i4sLZuzcRsLUjOp5uXdvh6+tJfn4xn8z7rcb+5cu3KlGkhRw4kMIDD31ISUkZ7u6uFBWVMuutH3j+uSktHZqIiIiIiIg4kT1JJDw8HG9v7+OedBc5VVitVgoLC0lNTQUgKiqq1nFKFBERERFpoywWC+kZthPYZ43syQ1TRpOSkk2XLrX/Ylib0BA/unSOZN/+ZJYu20zfvnEA+KuaiNPZW8/k5hYRH59Khw7hJzlCmpO9fYiXlztFRaUUFpWydt1expzfj9TUbMCx7Ux1fSurc/TpW1Wl48Zp57JgwWqGDOnCpEvPqPU4e6JIenpurfsPH04HoEuXKEwmE089eTUAr7+xGIDc3MI6P7/cykQRX19PzGaXOh8nVUJD/fn805m4uNhev+qte6LaBRES4seePYnMmfuzw3Fdux7/PdlsdmHgwI789ttOh+0dOwSQkJDH3n1JHD6cTvv2qmLR3F557Xvy8oro0yeW224dyz33vsfWrVWthQB27DjMmrV7ueLyM9WuTUREREREpBWqqKgwkkRCQo5/oYfIqcbLy/b5fWpqKuHh4bW2odEngCIiIiJt0CfzfmXcBU/z44+bANsJzJFn9uCyvw2v1zwmk4mLLx4CwLffrSOrsqqCr59OeDmbv78X/fvZEnHumfH+catISPPYsOEA3y/8C6vV1mopM8v2vX/vPRO59ppRAPy5Zg8AR49mAhBZWYHnWN27R7Pgiwf41z+vMLadMbQrLzx/A1decSbu7rXn7w8c2BGA5Su28p8Xv2Hpss0O++2tS2JiHD+osLeFql4l5GTyKtvgqKVU49iTRACGndHVuN2xQwQ9u0fXGH/RxMEnfV/u2yeuxrZOnQIZNMj2/fHT8i0NDVcaYf/+FABmzriYvn1iMZtdyM4uYPfuRDIy8pj36W/ccttbvPPuT7w/Z0ULRysiIiIiIiINUVZWBoC3t3cLRyJSf/bvW/v38bGUKCIiIiLSxny/8C9mvbnEIdEgtLJaRUOMHzcAd3dX9u9PZuYDcwGdTG4KJpOJfz83heBgX9LTc9m560hLh3Ram37Puzz376/4+edtAGRVJooEBfkyfJgtAWDNmr1YrVYSEmyVPeJiw447X7t2wcdNCDme/v060LFDOBaLla+/Wcuzz31JRYWFnJxC/vxzD0eO2hJFotsFOxzXoESRPCWKONs1V5/F3DnTmXnfxUy5/my696hKFHng/ktY9P0/+Mcjk0/6fXH+eX3x8nI3EskAIiK8GTu2PwDzF6yiQIllzaqoqJTsbFuVoejoYDw83IiLs63/m26ZxcWXPscbs34wxv+5ZneLxCkiIiIiIiLOoXYz0hqd7PtWiSIiIiIibcyvv+6osS2kEYki/v7ePPn4VQQF+RjbdDK5aQQEeNOxo63lTEZ6XgtHc/oqKanKsl+4aD1Q1XomOMiXfv064OXlTkZGHvv2JXPoUBoAsSdIFGkIk8nE3/42zLhfWlrO4SPp/P0fHzPzgbkcOGCraBAd3fiKIvbWM2or5Vzdurbj8skj8Pf3pkvnSNrHhNCxQzgTJwx2aE1zIlFRQXzz1cO8+spN/PMfk7lhytnERPtx/vl9iG0fSnZ2IZ9//nsTPxOpLikpC7C1arKvt25d29UYFxcXhouLifj4NFJSspszRBERERERERGRE1KiiIiIiEgbU1xSWmNbaGjDE0UAzjmnN9dfd45xX4kiTSckxB+AdCWKtJjU1Bzj9p9r9vDyq98bJ3mDgnxwd3elX19bdYctW+JJOGxLFImLDXV6LJMuPYM7bh+P2Wz7023Nmr1s3hxv7HdxMREVFehwjL+RKFJc58dRRZGm5+bmyrxP7mPO+9Px8HCr17F+fl54eLgxccJgbr7pfEwmE65mM1NvGA3Ar7/tbIKI5XiSkm2JIlFRQca27t1rJorMuPcievaMAWDtun3NE5yIiIiIiIiISB0oUURERESkjSkuqtlz0Bknf+3tNgDc3erXQkPqLqwyqSctI7eFIzl9HXvl/4IFq43b9ioQffrEAvDHqt1kZxcC0L698xNFXF3NTLn+HCZdegYA/3t7qcP+8PAA3I5Zj/b1nlufiiK5tufg769EkaZkNrvUuwXRiXSrTE6wV7iQ5mF/vaMiqxJFOneONG6/OetWXn5xGsPO6MqwM2w/O9dvONC8QYqIiIiIiIiInIASRURERETamOKSmokizuij2aFDuHF73/7kRs8ntQsNtVcUUaJIS0mprCgSEuJHeHiAsd3Lyx0vL3cA+va1JYr8uWYPYEvY8Pb2aLKYunezJQQUFzuu79LS8hpjG9J6xl59RBVFWhd7okJeXhH5+XWvICONYySKtKtKFBk0sCPXXXs2//rn5Qzo35Hhw7sBVQkkR49mNH+gIiIiIiKnGWuFBavFitVixVJagaXcgqWsAktZRUuHJtKsPvzwQ0JCQigpKXHYPmnSJKZMmdJCUcmpRokiIiIiIm1McXHN1jPOYDKZuGD8QACuu3ZUkzyGQGiIraKIWs+0HHvrmTNHdOetWbcZ26u3C+ndq71DAlZcbFiTxtStWlsL78pklWNjsvPz8wSgsLCE8vIKrFYrb761hFlvLjnu/FUVRbydFbI0A29vDwIDbV8zVRVpPvbXul211jMuLi7cdecFXHjhIIex9mSe5OTsZotPREREROR0Y7VaASgrKKcsr4yy/DLKC8ooLyynvLCcihJLC0cobYnVaqWoqLTZ/9m/z+viiiuuoKKigu+++87YlpqayqJFi7jpppua4mWRVkg1w0VERETaGHvFgftnXsLLr3zPNVef5bS5//HIZVx99Ui6doly2pziKKSy9UxGhhJFWsLPK7fxxx+7AFuVkKhqJ4KzswuM2z4+nnTqFMH+yuo6cR2aNlGkY4dwgoN9yc8v5vnnp1BebuHfz3/No/+8vMbY6lVB8vOLKSgo4eNPfgXgyivPJKyyak119uojqijS+kRGBpGdXUhiUhZdu7a+9+YNGw5w5GgGF180xCnVr5pDba1njsf+HpKRkUdJSVmtyV0iIiIiItI41nLbCXSTi+2f1WKlvKgMqxVMFjD7uAH6XVyco7i4jPPHPtHsj7t82RNGpduT8fLy4tprr2XOnDlcccUVAHz88cfExsYyevToJoxSWhMlioiIiIi0MfaKImcM7cIPi/7p1BO/rq5munVtd/KB0mDVW89YrdZWc+K0Ldi16yj/fHSecT8iIhAAFxcTFkvNqzYuuXgI77z7EwMHduSaq5yXkFUbNzdX5rx3FxUVViIjbXF9/eVDtY51dTXj7e1BYWEJeXlF7Nx5xNh35HB6rYkiubm2RBF/fyWKtDbtooLYtesoycmnZkURq9XKzz9v41BCGlOuPwdXV7PD/un3vAuAm6u5RjWOuvhzzR5++20H/3fbuCaviGOxWPjv64vZuy8JcGw9czz+/l54e7lTWFRKckp2k1cfEhERERE5PVUmiphN4GKioqCM8vxysEJFmQUPsz5bkdPPrbfeytChQzl69CjR0dHMnTuXadOm6bNGMShRRERERKSNsVcU8fR0UxuJVsjeeqa4uIyCghJ8fT1bOKLTx65dRxzuR4QHAPDqKzdx/wNzuXv6BIf9V1x+JldcfmazxRcWFlDnsX5+XkaiyLbtCcb2I0czGTiwU43xqijSetkrVpyo9Ux5eQUmkwmzuXm7z5aXV/DCf75h4aL1AISF+nPRRUOM/Tk5hcbtjz75hQsuGFjvD6yefOoLcnIKiY9PY9Ybtzon8OP44MOVfDF/FQDnnN2LDnHhJz3GZDIR1S6Y/fuTSUrKUqKIiIiIiLRJmVn5fPzxr0ycMIhOnSJ48OEPKcgv5qUXp+Ht7VHv+RITM8nLK6J79+h6HVeWU4rJA8ryynBxN+PiasKSV1bvxxc5EU9PN5Yve6JFHrc+Bg4cSP/+/fnwww8ZN24c27dvZ9GiRU0UnbRGdUoUueyyy+o98ezZswkPP/mHJiIiIiLiPGVl5VRU2PquenjUrRShnFo8Pd3x8/UkL7+Y9PRcJYo0o0MJ6Q73wyNsiRlDBndm+bInalRCOJX5+3mRkpJNbl4R27YdNrYfPpxe6/hcJYq0WvZEkcTjJIoUF5cyZep/8ff35t2372i2K4esViuPP/E5P6/cZmxbtHi9Q6JI9e/H+Pg0tmw5RP/+Her8GGnpuUayycZNB/njj12MHNmj8cHX4uDBFN59bzkAj/z9Mi6u9jxOJioykP37k0k+QTKPiIiIiEhr9u23a/ns89/57PPfeexfV7Bq1W4AbrplFlNvOJdxY/vXKXE9J6eQl17+juUrtmK1Wrn5pvO56cbzTvp3TEWp7bOwstwy8ABMUJ5TiqW8grK8MixlFXi382308xQB2wUBdW0B09JuueUWXn31VY4ePcqYMWNo3759S4ckp5A6XU70zTff4O7uTkBAQJ3+LVq0iPz8/KaOXURERESOYa8mAuDlpd6rrVVIqK2qSHpGXgtHcno5cDDF4b69ogjQqpJEAPz8bAlG6Wm5RpsMgCNHMmqMtVgs5ObaTrar9UzrExVpSxQ5XhLClq2HOHo0k507j9T69W8q+/cn8/PKbbi6mnnowUm4uJjYvOUQCdUSso5NXDqUkFavx9iw4YDD/VWrdzU84JP47fedWK1Wzjija72SRAAiK5N5flqxlfhDqU0RnoiIiIhIi9q7t+rvzqeenm/cTkhI5+ln5vPrbztOOkdhYQk33/omPy3fgtVqayXz3vvL+WTeb9z/4AesWbuXkpIyysrKaxxrrbCNd/Ux4+LqgqWgjMKj+RQnFVGSUUx5Xmljn6JIq3Tttddy5MgR3nnnHW666aaWDkdOMXVuPfPf//63zhVCFixY0OCARERERKThiktsiSJms0urO7EtVcLDA4mPT2PHjiMMGdy5pcM5bRw8aDuBe+O0c+nXrwOenq3j6pDa2CuDbNl6yKgyBHD4SAZWq5UjRzKIiQnBZDKRkZFHWVkFZrMLYaH+LRWyNFBsZSuT/QdS2LDhAIMGObYW2rQp3ri9fcdhYmJCyMsrxs/Ps0mri+zcdRSAfv3imHTpGfz66w7+XLOHlb9s44YpowHb92N1WVkF9XoMe6JIRHgAKak57Nqd2PjAj2Pt2r0AjGpAxRJ7Ms+GDQe4a/o7fPv13/UzWkRERETalJTUnBrb+vSJZds2WyvU+PiTJ0xv2HCAxMRMgoJ8eOk/0/hp+Rbmffobb761BIA1a/YQEuJHcJAv7717Jy4uNa+FL88rx1JeQVFKASazCRcfVyzllhrjRE4XAQEBTJ48mUWLFjFp0qSWDkdOMXWqKPLzzz8THBxc50l/+OEHoqPr1zdMRERERBqvuMh2hYSHh1uztRcQ5xs7ph8A8xesoqREvXSbQ25uEenpuQBce80ohp3RtYUjahx7osiBA7YqKX6VLYyOHMngzbeWcNU1L/Ptd+sAOJqYCUBERKBOXrdC0dHBXDRxMFarlaefmU95eYXD/k2bDxq3X3zpOy6+9DkumPA0ky57ntWrdzdZXDt3HgGgZ48YAEaM6AbA+mpVQOwVRezfd1lZ9atMummT7bldc80owFbF5Njn7wyFhSVs2Wr7gHvYsG71Pj4qKtC4nZVVwL59yc4KTURERETklGCvXnht5e/mfr6evP7azdxy8/kApKTYEkmKi0tZ8uNGNm+OrzHHjsq/IUaM6E6PHtFcdeWZDu1qLBYraWm57N6TyMZNBx0PrqwoUngoj6Kj+ZhMJlw863ytvEibdvToUa677jo8PDxaOhQ5xdQpUeScc87B1bXub6hnnXWWvtlEREREWoC99Uxr6ZMptRs3tj/h4QFkZOTx0/ItLR3OaeFgZduZiPAAfHw8WziaxrMnihysvGqrb784zGYXSkrK+GTebwB88MHPACQm2lqWtKtsjyGtz30zLsbHx4OU1ByHFkolJWXs2HHEuF9YWEJmpi0ZIy0tl7kf/txkMRmJIj1tF5HYK51s3XrIKBWdUJko0q9fHFD/RJG0yuSuM8/sjp+vJ6Wl5TVaSDnDunX7KC+voF27YGJiQup9/NChXRk6pItxf96nv/HF/FUO1X5ERERERFqrnJxC8vKKALjl5vN58omrePHFaXh4uBEREQhASko26em5XH7lizz19Hzuu38ORUWO7WC27zgMQO9e7QEICwtg5Jm1V/T78cdNDvdLs4sxWaGioJySjBJKUosozSimvKDMaGMjcrrJysri66+/ZuXKldx1110tHY6cguqUKFLdOeecw4cffkhRUVFTxCMiIiIijWBvPePh4dbCkUhjuLm5Mvqc3kDdyrNK49kTKjp2jGjhSJwjMNAHwPjgLTIikM6dIx3GpKXnkp1dQGJlRZF27epeRVJOLV5e7nTtGgXgUK1i2/YESkvL8fSs+pnQv18cn3x0LwBbtyaQnJzt9HhKSsrYt98WR8+etooinTpGEBjoQ3GxLXmlvLzCuOpwQP8OQP1az5SXVxjJkb4+nnTr3g6A3U5uP2OxWJhTmVR1ztm9GjSHj7cHr716E3fecQEAPy3fwquvLeTb79Y6LU4RERERkZZirxQYFuaPp6c7Y8f0p2+fWMB2MQZASmo269btMxLXi4vLjKoiW7clcOXVL7Fu3T4AelX+DQEw876LuWHKaM4/r6/DY674eRuFhSXGfavFSmRhGNZCC1isWMutlOeUUppSRHlOKWWZJYicbgYOHMi0adN4/vnn6d69e0uHI6egeieKDBw4kAceeIDIyEhuvfVW/vzzz6aIS0REREQawN56pvpJQWmdfCtbhVT/4EMarqLCwspftlFQUFzr/oQE2wdbcXFhzRlWk4k+JukjNNSfF1+4gRumnMN55/YhONgXi8XK6tW7qyqKKFGkVevSxZYosndfkrHtl193AHDeeX3p2DEcDw83HnpwEh07RjBgQAcALrv8BZ597kunxrJ3bxIVFRYCA72JrLyC0GQyMbiyqsjst5dy5/R3KCoqxc/Pi16VVwxmZdc9UaSwsOrqQ29vD3p0t1Uu2b37aKPjz8rKJzMzD4Cflm9lz55EfHw8uP66sxs1rz0hxu6DD1eqvZiIiIiItHqHKxPA29dSfa+qokgOO3cdcdj3zbdr+XnlNr6Y/4eRRA44XOQQHh7A7f83jgsuGAjY/m5tHxNCYWEJH338C1u2HOKV/3xL4l/JhJXYqmS6h3niHu6F2c8Nk9kEVqgocX6LSpFTXXx8PDk5OTzwwAMtHYqcouqdKPLqq6+SmJjInDlzSE1N5eyzz6ZXr168+OKLpKQ4v8SriIiIiNSdvaKIl6daz7R23t62Vo4FhaUnGSl1sXTpJv7xz3n83x3/q3V/wuE0ANq3r39biVNRdHTNRJHQUH9u/7/xPPP0tVx6yVAAVq3ebVQUiW6n1jOtWbcu9ooiSVitVnJyClm5cjsA557Th7dm3cbnn840quaMOb+fcezCRevZvv2w02L5c80eAPr364DJZDK2T5p0BmazC5s3x7NtWwIADz5wKWGh/kD9Ws/Yk+jc3My4u7sayVGpqTk1xhYUlvDT8i0U1CHx7ujRTK657hWuv+E1CgqKWblyGwBXXH4mQUG+dY6vNt27tzPaQvn4eJCWlsuKn7c1ak4RERERkZZ25IjtwouYmNAa+8IrK4oUFZWy7q/9AJw10tZO5tffdvDPR+exfPlWY/zAAR1xdTXXmOfMEd155O+X8dz/u47bbx8P2BKvb7/zf1gPF+NT5ooVK+ZAN0wmE2YPFzzCvPCM9cXs7Yp7sIdzn7SISBtQ70QRAFdXVy677DK+/fZbjhw5wrXXXsu//vUv2rdvz6RJk1ixYoWz4xQRERGROigutiUVeKiiSKtnTxQpKlJFEWf47fedABw4kMKuXTUrDhyurCgSG9tGKopEOya8hIX5O9wfMqQLABs3HeSovfVMtCqKtGb2iiJ7didy74z3uXDiM6Sn5+Lt5c6QIZ3x9/c2PqQFuOTiodz+f+Nxc7N9CPvxJ784LZbf/9gFwFln9XTYPnhQZ+Z9PIPL/jaMAQM68H+3jWPM+f0ICrK1SsrOLsBisdTpMQoKbdWBfHxs75VBwX5A7e1rXnrpOx57/DP+8+K3J5yzvLyCfz3+Kbm5RWRnF7L6zz1s2XoIgDPO6FKnuE7Ezc2V/756E6//92bGjxsAVJXpFhERERFprezVQGJqqSji4eFm/L5/6JDtAo0p159T6zy3/984HnpoUq37TCYTF180hK5doxh9Tm+GDO4M2D47KYlwpdCtgn3+h3HxcsHFzYSl2IK1rAKTyYSLhxkXj5rJJyIipzvXxhy8du1a5syZw2effUZ4eDjTpk3j6NGjXHTRRdx55528+OKLzopTREREROqguNhWUUStZ1o/by9bVRi1nnGOimonnz+Z9ytPP3WNcb+srJzEJFv7lbjYmldAtUa+vp4EBHiTk1MIQGion8P+Xj1jcHd3NfpDQ812NdK6dOwYjtnsQl5+MX+t329sP39MPzw8av5McHU1c8OUczh7VE+uvf5Vfv1tJxkZeYSE+NUYW1cZGXnM/eBn9uxJxGQyceaImj2Q27cP5YH7L3XYFhho++DYYrGSm1tk3D+RwgLbe6O3t61NV3CwrdpHZi1VSZb8uBGwVRZ64rErjzvnmjV7HRLJPvvsdzIz83F1NdOzR8xxj6uP7pUtcuwVXFLTalZAqa6iwsI3364lJMSXs0b2rPXqShERERGRlnSi1jMAEeGBRkK3j48HvXu354Yp57B48QbSM2wtH9tFBXHDlNF1ejyTycR/XriBjIw8IiICMZtdyNyVxr7d+7GWWXGL9MRSZqEssxiza4OulxcROS3U+x0yNTWVl156iT59+jBq1CjS0tL49NNPiY+P58knn+Tdd99l6dKlzJ49uyniFREREZETsFcUUeuZ1s9eUaRQrWecIjExy7i9fsMBh31HEzOpqLDg5eVOaKj/sYe2WuFhVdUjwo55Xh4ebvTu1d64HxriZ7TEkNbJw8ONHj1sSQhnjezBvI9n8P67dzFzxsUnPK5Dh3C6d2uH1Wpl7dq9jYph3qe/8eVXfwLQp0/7OrdqcXU14+9v+/6ra/uZgspEEZ/K90r7VYqZmflYrdZ6xQ2Qm1vIsp82A7ZEKoAdO2091Lt3b1drsk1jhFWuz9QUW6JIenpura1xFv+wgZde/o5//HMeDzz0YYOem4iIiIhIU7FarVUVRY7TyjUsvOrv0e7do3FxceH2/xvPt9/83dgeUIdk8eo8PNxo1y4Ys9nxNKfVBUyuJtyDPMDVhYrictDv0CIitap3okhMTAzvvvsuU6dO5ciRIyxYsIALLrjAoe9wv379GDp0qFMDFREREZGTs1cUUeuZ1q8qUUQVRRrLarWSWNleBWztLTIz84z7hw9XXv3UPtTh75rWrvr7QG1JIH36xBq3p94wuk0999PVC/+ewvvv3sULz99Ahw7h9OgRXacEh2HDugKwZt2+Rj1+9eoYt982rl7H2pNKamsdUxv7e6N3ZeuZ4MrjS0rKKCqqX4Ldyl+2ccGEZ1i6zJYocu89Ex2Sxvr1javXfHURXvlheWpaDomJmVx59Us8+NAHDmOsViuff/GHcX/t2r3s2ZPo9FhERERERBoqO7uA/HxbW8iY6NoTRWLbV7V4vWnaecZtk8nE/TMvwd3dlXumT2hUHKbKhBFXP3fcAz3ABTzCPHFxM2OxWrFW1K3FpYjI6aTeiSLLly9n586dPPjgg4SF1d6/29/fn59//rle8/773//GZDIxY8YMY1txcTF33XUXISEh+Pr6MnnyZFJSUhyOS0hIYOLEiXh7exMeHs6DDz5IeXm5w5iVK1cyaNAgPDw86NKlC3Pnzq3x+LNmzaJDhw54enoybNgw1q5dW6/4RURE5PSVnp7LQw9/yJpGXontDPaKIp5OvvJZmp89USQnp5Dn/v0VP6/c1sIRtV7Z2QUUFZViMpmIjAwEYN/+ZGO/vU9ybPu20XbGrvr7QG1JIKPO6gnYygNfeukZzRaXNJ2gIF+jqkh9DDvDliiydu1eLJaGf4Cal2f7gPhf/7ycgQM71etYe0WQOlcUqUwU8alMFPH29jDartXWfsauopYPiNeurUqQaRcVRJ8+sTzz1DW0jwnBbHZh9Og+dXsS9WCv+JOWlssvv+6guLiMTZviHZ7/ho0HOHAgBS8vd+NrtOTHTU6PRURERESkoY4ctV2UER4ecNwk9WuuHsn0Oy/kywUPMmiQ498Jky8bzsoVT9G/f4dGxeEeZPu7wDPME7OXK67errj5u+PbKQBXb1cVFRERqUW9E0VGjRrl9CDWrVvH//73P/r16+ew/b777uP7779n/vz5/PLLLyQmJnLZZZcZ+ysqKpg4cSKlpaWsWrWKDz74gLlz5/LYY48ZYw4ePMjEiRM599xz2bRpEzNmzOCWW27hxx9/NMZ8/vnnzJw5k8cff5wNGzbQv39/xo8fT2pqqtOfq4iIiLQ98z79nd//2MV9M+e0ePUHe0URLy+1nmntvLxtX8Ps7AK+X/gX7777U7PHcPBgipF81JrZ286Eh/kbJ9H3769KQN+y9RAAXbtGNX9wTahnZfuM4+nTJ5b/zb6d2W/9H66u5maKSk5FffrE4u3lTnZ2AQfjG/53cF5eEVB7BZuTCQq0VQQ5UZJHdQUFtqQUe+sZqFaVJLNqjmMTQzIy8jhW/KHUyuN9+NejV2AymejXL45PPp7Bou//Sd9q1XecJSzMVlGkqKiUn5ZvMbbf/+AH3DdzDit/2cYvv2wHYMyYflw+eQQAy37aTHl5BWCrOLJixVbS0nOdHp+IiIiISF0cOZwOQExM7dVEAIKD/bj22lFERQY1XSD2iyNMJsweZlx93MBkwlphwSvKB5/YttNmVsQZpk2bxqRJk1o6DGlhdUoUGTRoEFlZWScfWOmss87i6NGjdRqbn5/PddddxzvvvENQUNUPiZycHN577z1efvllzjvvPAYPHsycOXNYtWoVf/5p63m8dOlSduzYwccff8yAAQO48MILefrpp5k1axalpbYPtGfPnk3Hjh156aWX6NmzJ9OnT+fyyy/nlVdeMR7r5Zdf5tZbb+XGG2+kV69ezJ49G29vb95///06P2cRERE5fcVXO6n26We/t2Ak1VrPqKJIq+dd7eQn1P3kqTMUF5fyj0c/4bopr/HEk1802+M2laOVbWfatQumS+dIAPZXVhQpL69g48YDAAwZ0rllAmwiU28Yzd8mDeON/95y3DF9+8QaJ9fl9OXm5kpUu2Cg9kSKumpMooj9g+WlSzeTm1t00somBQX2iiKexjZ7+5nMaokiObmFDselpGTXmMv+c/zlF6c5XMno6mrG37/+z6UuPD3djbl37jxibN+16yhr1u7lH/+cx4IvbZ99nDm8O8OGdSUw0JvMzHz++ms/AB99/AuPPvYpjz32aZPEKCIiIiJyMoePVLZyPUGiSHMymU1YrVYwmXDxcMHkZsLk6oKLW72vmxdptUwm0wn/PfHEE7z22mu1duBoCsnJydx777106dIFT09PIiIiGDlyJG+99RaFhVV/s3fo0MGI0cfHh0GDBjF//vwa+2r7N23atGZ5Lm2Na10Gbdq0ic2bNxMcHFynSTdt2kRJSd2upr3rrruYOHEiY8aM4ZlnnjG2r1+/nrKyMsaMGWNs69GjB7GxsaxevZrhw4ezevVq+vbtS0REhDFm/Pjx3HHHHWzfvp2BAweyevVqhznsY+wtbkpLS1m/fj2PPPKIsd/FxYUxY8awevXq48ZdUlLi8Bxzc21X8JSVlVFWVlan5y4nZn8d9XqKNIzWkIhzHW9NWa1W9uxNNO4v+XEjN0w5u1ljq66w0HaFtZubWeu/lXM/5kOMnJxCioqLcTU3feWHzz7/nZUrbVeyr1u3r9HfSy35M2nTpnieePJzACIjA+nQwdY+c9++JMrKytix4wgFBSX4+nrSsUNYm1o3bm4uzLjX1ue5LT2v011TrSc/X1vCRVZmfoPnzq1MyvD2dqv3HH+bNJQFX65m+47DXDDhaSZcOJCHH5p03PH5+bakFE9PV+OxAgO9AUhPzzG2paZmOxyXmJhJjx7tjPvZ2QVkZxdiMplo1y6wWddKWKg/ublFJxzj4mKib9/2WK0Wzj23D19/vZYflmxg8OCOzJlra/m7ecshrfF60N9JIs6j9STSOFpD0hYkJNhaubZrF9Si38sWbFX3TF4uVLhYMbuZMHmbwWLFUlxGhaVca81J9Dqe+pKSkozbn3/+OY899hi7d+82tvn6+uLr2zwXDR04cICRI0cSGBjIs88+S9++ffHw8GDr1q28/fbbREdHc8kllxjjn3rqKW699VZyc3N56aWXuOqqq4iOjmbdunVUVNjW+apVq5g8eTK7d+/G399WLcjLq2ku8mjr6pQoAnD++efbsvDqoLb+17X57LPP2LBhA+vWrauxLzk5GXd3dwIDAx22R0REkJycbIypniRi32/fd6Ixubm5FBUVkZWVRUVFRa1jdu3addzYn3vuOZ588ska25cuXYq3t/dxj5P6W7ZsWUuHINKqaQ2JONexayo3r8ThyuXExEy++24hrq4tc6VCfPxhAA7s38PixSpF35rV9rv3V19+j69v07cVWrJkh3G7qLiUb775Hnf3xieoNPfPpPJyC/97Z5Nxv6Qkg8MJOwHYtz+ZL7/8lo2bbJUE2kV58eOPS5o1PpHGcPZ6KizMAWD16nUUFyfU+3ir1WpUFFm7dhU7dtT/vWr4sEh+Xml77JW/bKVvn+PPsWuXrRLQkSMJLF68GIC8fFv1oDVrN+LqavvAOj4+x+G4X37903h+BQVlbN5iew/w93dnxYrmbfFlperik149Q9ix03Y15mWTuvLVN3sBW6LIb7/ZEkJ8vQsAWPnLNrp2NVNSUvUB7aJFi1j3VzKZmcWMG9sBFxfHz2UOH86ltMxC506BTfmUWhX9nSTiPFpPIo2jNSStVXFxOav/tJ1HS02NZ/HinJMc0fR+Wf/r8XdubL442rLqFSDk1BQZGWncDggIwGQyOWwDW+uZ7OxsvvnmGwBGjx5N3759MZvNfPDBB7i7u/PMM89w7bXXMn36dBYsWEBERASvv/46F154oTHPtm3bePDBB/ntt9/w8fFh3LhxvPLKK4SGhgJw55134urqyl9//YWPj49xXKdOnbj00ktrfP7p5+dHZGQkkZGRzJo1i48//pjvv/+e5557zhhjL2wRHh5eI49A6qdOiSIHDx6s98QxMSfuh3348GHuvfdeli1bhqen5wnHnooeeeQRZs6cadzPzc2lffv2jBs3zsheksYpKytj2bJljB07Fjc3lc8XqS+tIRHnOt6a+vW3ncAmOneKICk5m8LCEvr2PYOOHcNbJM5ffv0YyGTQ4IFMuHBgi8QgzvP6G5soKi417g8eMoLOnSJOcETjFReX8vKrfzls691nCF27RDV4zpb6mfT112vIz7edSP3nPy5j9Dm9cXd3ZcXKVPbuTQJTBKVltjYbF1wwnAkThjdbbCIN1VTradv2MvbszSI2rhMTJpxT7+Pz84t54cW1AFw6aSIe7vWP7cILrUy69BD33jeHwsJyhg8/m+Dg2q9yWvfXfCCNgQP6MGHCCAASk5azZUsauXmuDBk6kvCwAJYu2wxUXQQSHNyOCRNslXYefPgj1q61tX3p1TPO2N5cvl90FMgG4JlnbmTVqt1YrXDJxUPYu+89tm5L4PLJI5gwYRxgS8b55bcUEhLSefMtx0+5Q0K68vNK2+s/ZcoFDK3WSqusrJwx454G4NuvHyIw0IfTmf5OEnEerSeRxtEaktbujVk/UFRUTmxsKHfcfhVubnW+Nt3pSotK+Onn5YwePhqvAE9M5qoLuMoKbZ8LuHlrnTmDvcPC6cxqtWItr1txBWcyuZrqXKyhIT744AMeeugh1q5dy+eff84dd9zB119/zd/+9jf+8Y9/8MorrzBlyhQSEhLw9vYmOzub8847j1tuuYVXXnmFoqIiHn74Ya688kpWrFhBRkYGS5cu5dlnn3VIEnF4Tid4Pq6urri5uVFaWnrcMdI4dXrXjouLc/oDr1+/ntTUVAYNGmRsq6io4Ndff+WNN97gxx9/pLS0lOzsbIdsoJSUFCPrKTIykrVr1zrMm5KSYuyz/2/fVn2Mv78/Xl5emM1mzGZzrWOOza6qzsPDAw8Pjxrb3dzc9Eudk+k1FWkcrSER5zp2Te3bZ6ti1qtXe9w93Ni58wiJSVl06xYNQEFBMcuWbeacc3oTFNS0Jf3ee385f66xXYHs6+Optd8GePt4OCSK5OcVO3xdk5OzefRf87jkkqFccvHQ486zcOFfBIf4ceaI7id9zA0b4ykrqyAiPIDQMH+2bz9McnIOvXrGNu7J0Pw/k776xva3wv0zL2HihCHG9osvGsLLr3zPkh83k5lhSxTp3StWa0ZaFWevJ3vyQH5+aYPmLSqyrSUPDzd8fRpeZXPo0K7ExIRw5EgGhw9nEBERZOwrKSlj3qe/ERUVRHaO7So2P38fI97QUNtFG1u2HOLee+fwxef3k5Pj2Npl955E3NzcsFqtrF27z9geExPS7O8Bky45gx07jnD55OFERgRz2d9GGPv+88INLF22mYsmDnaI66knr+aBBz4gvfK9y+6xJ74wbm/ZksCZI3oY948mZhm3s7OLCAsLbIJn0/ro7yQR59F6EmkcrSFpjXJzi/j2O9tFJjPuvQhv75Zt+2ApswDg7uOOu6fjuTtXP9upUJNL051gP53o/Qqs5VYOfbz75AOdLO767pjcmu77uH///jz66KOArWDCv//9b0JDQ7n11lsBeOyxx3jrrbfYsmULw4cP54033mDgwIE8++yzxhzvv/8+7du3Z8+ePWRlZWG1Wune3fHzyNDQUIqLbe3T77rrLp5//vkasZSWlvLSSy+Rk5PDeeed11RP+bTXMjXRsbWy2bp1K5s2bTL+DRkyhOuuu8647ebmxvLly41jdu/eTUJCAiNG2D48GTFiBFu3biU1NdUYs2zZMvz9/enVq5cxpvoc9jH2Odzd3Rk8eLDDGIvFwvLly40xIiIiIsdz9KitzH1cXBhxsWEAHDqUbux/5dWFvPDitzz19PwmjSMzM4/33q/6fcbDQ3+0tQXeXo5tFzKzChzuf/3NGnbsPML/3l5KeXlFrXPs25fEs//+igce/KBOrSQ3bLC1cxg8pDPtY2xlIo8cyWhI+C2qpKSMw4dtcY8+p7fDvnFj++PmZmbPnkTSM/IwmUx06nz8JHGR04Gfny25w94+pr7sx/n5Nf4D4k4dbZWT9h9wvKDjy6/+5J13f+Kpp+cb71Xe3lXvkyHBfsbtxKQsdu06SlaWrT3cmPP74epqZvv2w3z40Uo2baqqnOrn58XYMf0bHXd9XXjhID764B7um3FxjX3+/t5cPnkEnp6OPwe6dW3H3DnTuX/mJdx7z0Q6drBVMKvehmbjpgMOx9jfCwEys/IREREREWms5Su2UFpaTufOkQw7o2tLh4PJ1Xby3NWj5vXxJheTkkRE6qBfv37GbbPZTEhICH379jW2RUTY/la3n5ffvHkzP//8M76+vsa/Hj1sFy3s37//uI+zdu1aNm3aRO/evSkpKXHY9/DDD+Pr64u3tzfPP/88//73v5k4caLTnqM4arE6UH5+fvTp08dhm4+PDyEhIcb2m2++mZkzZxIcHIy/vz933303I0aMYPhwW0nocePG0atXL6ZMmcILL7xAcnIyjz76KHfddZdR7eP222/njTfe4KGHHuKmm25ixYoVfPHFFyxatMh43JkzZzJ16lSGDBnCGWecwauvvkpBQQE33nhjM70aIiIi0lqlpGYDEBkRSFmZ7UT9oUNpxv7FP2wAYM3avU0ax8aNjq0Cff1aX2s/qcnb2/EqmOxsW6JI/KFUli3bzJdf/QlAVlYBmzYdZMiQLjXm2Lc/2bidmZlPSIhfjTHVJSbZkp+6domioMCW3d8aE0USEzOxWq14e3vUaF3h7+/NgP4dWfeXrZpAdHQwPt41qwWKnE78K39u5ObVvd90aWk5b7+zDE9PNwb07wCAnxN+/nTuHMGvv+3gwDGJIitWbK0x1sen6vGGDevKuaP78PPKbQD8/scuMjNtiRFdu0bh6enGwkXrmf2/pcYxMTEhfPHZ/Y2OuSHMZhc6NyBJLTjYj8mX2T4X2bX7KAfjbR/SRUUFkZSUxY4dRygsLDF+hiQkVP1eknlMJRIRERERkYZYvNj2edeECwc1aSuMujoVYpDTh8nVRNz1J6/a2xSP25SOrRZjMpkcttnXmcViq+CTn5/PxRdfXGtFkKioKIqLizGZTOze7Vh9pVOnTgB4edW80OTBBx9k2rRp+Pr6EhERobXdxFquYVgdvPLKK7i4uDB58mRKSkoYP348b775prHfbDazcOFC7rjjDkaMGIGPjw9Tp07lqaeeMsZ07NiRRYsWcd999/Haa68RExPDu+++y/jx440xV111FWlpaTz22GMkJyczYMAAlixZYmRGiYiIiBxPakoOABERgcbVCdVPyDSXDRttVw+Hhflz3rl96dO78W1CpOV5eTteSW6/Mn7uBytZunSTw75ly7fUmihSPXEpMSnrpIkiWZVVS4ICfYx2SYdbYaKIPeb2MSG1/lE5bFhXI1GkSxdVExHx97dVFMnNrVtFkdLScu6bOYeNlZU57ptxkcM8jWFUFKmW6JaUlMWOnUdwcTFhtWJUSKqe5OXj48n/e+ZafvhhA0//vwX8+tsOiots7buiooI45+ze/LxyGwUFVVcsdYgLa3S8LSkqsqo1z0UTB/P9wr9ITs5m2U9bWLt2L/v2JTm8h2dkqqKIiIiIiDTO0aOZbN9xGLPZhfHjmr8yn0hLM5lMTdoCprUYNGgQX375JR06dMDVtWbKgY+PD2PHjuWNN97g7rvvxsfH56RzhoaG0qVLzc83pWmcUokiK1eudLjv6enJrFmzmDVr1nGPiYuLY/HixSecd/To0WzcuPGEY6ZPn8706dPrHKuIiIhIeXkFaem5AIRHBOBV2SbkUGWiSEWFxWG81WptsizoDZUVRe6feQlnj+rVJI8hzc/Ly7HKhT2JY++eRGNbeHgAqak5rFlTe9WaY0+09u1z4iQie9WSoCBffHxtV+rv3ZvE4cPptG8fWv8n0UKOVLZaiGkfUuv+4cO68casHwCIbUXPS6Sp+PvbruTJzT1xRZGysnLW/bWf3buPGkkiAFu2HgKc03qmc2Xy1oGDKcz+31LWrt3L0KG2D4oGDOiIt7cHv/++EwAfn5rVgEaM6I6Li8moSOLv78VZI3vg6enOwu/+wQv/+YYfltg+I+hQ2bqltYqICDRuDxnShfT0XL7+Zi0vvvRtjd9DADIyVVFERERERBrn9z9sv4v37xdHcPCJL0YRkbbrrrvu4p133uGaa67hoYceIjg4mH379vHZZ5/x7rvvYjabefPNNxk5ciRDhgzhiSeeoF+/fri4uLBu3Tp27drF4MGDW/ppnNZc6ntAp06dyMioeUVhdna2USpGRERE5HSQkZGHxWLF1dVMSLAvUVG2q3oLCkooKCgmOTnbYXxW5Qn4pojj0KE0TCYTA/p3bJLHkJZhtVgd7mdl264EN5ttv8a3jwnh8X9dAUB6ei7l5RU15th3TKLIydgTRQIDfejWNYounSMpLCxhxsw5lJWVN+yJtIDDR9IBaB9TexJIx45VJ4ft1QtETmd+lZVA8k5QUcRisfDY45/xwIMf8M67Pzns27o1AahKOGmM2Pah+Ph4UFxcxocfrWTX7qN8Mu9XAM45uxc9e0QbY49t0QW296/rrj3buH/pJWfg6WlL5vTwcOPMEVUlglt7okhgYNUVWT17RHPuaFsr39qSRAAy0pUoIiIiInK6KikpY9Xq3RQXl9ZpvNVqNVpMWK1WDhxIYf2G/fxYWeF05MieTRWqiLQC7dq1448//qCiooJx48bRt29fZsyYQWBgIC4uts8uO3fuzMaNGxkzZgyPPPII/fv3Z8iQIbz++us88MADPP300y38LE5v9a4oEh8fT0VFzQ+gS0pKOHr0qFOCEhEREWkNUirbzoSH+ePi4oKXlzu+vp7k5xeTmppD0jGJIslJWQRXtvJwJnvbma5do5xygk5OHaXHJGZkZxdgtVrJqbzi/4knrqJb13aYzS5UVFjIysonLCzAGJ+f75iwdLJEEYvFQk6Obe7AIB9cXc28+upNXHnliyQlZXHkSAYdW0lSxeHD9kSR2iuKmEwm3px1K1u2HGLMmH7NGZrIKcmoKJJXdNwKWPM+/Z1fft1h3G/XLpjR5/Rm3qe/kZpq+5nojIoiLi4u9OwRw1/r9xvbLJWJcyOGdyc+PtXY7uPjWesct906lpTUHHbuOMwVl49w2GevTgIQE137e0RrcdbIHvxt0jD69G6Pq6uZAQM6EhjoTXZ2Ie2igjjnnN58+tnvxvhMVRQREREROW29+95PfDLvNy6+eAiPPHzZcceVlZXz8ivfs3zFVvz9vXn9vzezfPlW3nxricO4s0b2aOqQRaSRpk2bxrRp02psnzt3rsP9Y7t+gC0n4Fj2NrB2Xbt25auvvjphDFFRUbz++uu8/vrrJxxX2+PVZvTo0TXikIapc6LId999Z9z+8ccfCQio+gC6oqKC5cuX06FDB6cGJyIiInIqS07JBmxtZ+zCQv3Jzy8mLT2XQ4fSHMYnJWXRq1d7pz1+WloOL7/yPQkJthPiAweqmkhbU1rqmCiydWsC1015lfTKK8ID/L0xm10IDfEjJTWH1NRcwsICqKiwkJKSTUrl96hdbYkiiYmZ+Pl54eJiIiUlx7gKPTDAVl0gOMiX6JgQ9u5NIjExq/Ukihyxt545fluZAf07qgqPSCX/yooipaXllJSUGRU47IqKSvn4k18AuHv6BEwmW4uXnTuPOM7jhEQRgN692zskigDExIQQExOCr29Vcoi97duxzGYXnnjsylr3+ft7c+cdF3DkSAZ9+jjv53JLMJtdePCBS437rq5mxo7pz/wFq7nsb8MZO7YfCxetJy/PVikmIzO/pUIVERERkWZUUFCMp6e7UZEU4JN5vwHw/fd/GYki8fGpfPrZ7+TnFzNjxkV8880afv99F3v3JQG2C1BuvuVNo/qoXfdu7VpVe1oREampzokikyZNAmxX3k2dOtVhn5ubGx06dOCll15yanAiIiIipzL71dMREYHGttAwfw7Gp5KWVjNRJPmYk/aN9cm83xyu7B48UG0A25qy0pqtXuLjq76vAipbDoSG+ZOSmkNaeg7Qns8//4M33vwBDw83AMLC/ElLyyUxKdNhrpSUbK6+9hVCgn3x9fNif2WbGj9fT9zcqv5UiG4XbEsUOeb4U1VxcSlpabmArYWFiJyct5e7UZ0oL6+oRqLIosXryc0tIjo6mCuvONP4wLm4yLFstbMSRfr0jq2xbfjwboCt3coHc+7G1dXF4YPv+rj+urNPPqiVuvOOCzj77F4MHNARFxcXvvjsfpKSsrjplllkZqiiiIiIiEhbt2vXUe64621CQ/246cbzOWtkD/z8vDCZTA5X4ZeVlTP9nnfJrEwm3rsviSOVF10A3HrLGL79bp3x+VfHjuF8MOduduw4Qrt2Qc37pERExOnq/ImKxWLBYrEQGxtLamqqcd9isVBSUsLu3bu56KKLmjJWERERkVOKvVpDRHigsS0szB+AtLRc0tJtJ6pDQ/yAk7f9aOjj2/Xv38Gp80vLq956ZsCADg77XF3NeFdeSR9e2W4mNdX2PffmbFs52JKSMgCuvWYUgEPFEIB9+5MpL68gJTXHSBIB20nY6qKibB8AJTr5e7ip2D/Y8vPzIqCyMoqInJjJZDLaxuTm2qpPlJSU8dLL33HHnf/j5Ve+B+Dqq85ySM6IiwtzmCcsPABn6NUrxrh96SVDiYwM5NJLhhrbunaNajUVjpqbh4cbgwd1NnpCBwR4065dMAB5+cXGzwYRERERaZven7OckpIyjh7N5Oln5nP9Da+RmZWPl6ebMSYvr4hVq/cYSSKAQ5LI5MuGc+O083jn7TsYMKADrq5mpt95Ia6uZvr1iyM01L9Zn5OIiDhfvS+9OXjwIKGhtqvyiouLnR6QiIiISGuRYlQUcWw9A7ZEkazKP7bt7WYOHkwFYO/eJIdKII19fIC+fWONE3zSdtw342IApt4wmjffuI0zz+xu7AsI8MZkMgEQXnli1l5Fw8fbw2Geiy8agqurmfLyCpKTs43tBfm1/z4fGOSYKNKuMlEkKbF1JIrY2860jwlp4UhEWhd/f3uiSCFlZeX849F5fPnVn2zecgiAwYM7cfFFQxyO8fR0p0vnSADGjRvAyDOd06c8KMiXG6acw8UXD+HBBy7lqwUP0blTpFPmPh35+Xni5mYGIDNL7WdERERE2qr9+5P5/Y9dAIwb25/QUFuF0ffe+4mi4qqE4W+/W8fTz8wHIDDQ8QKL1165iftnXgLYPuea9fqt/LDon4wY0R0REWk76p0oYrFYePrpp4mOjsbX15cDBw4A8K9//Yv33nvP6QGKiIiInKrS/j97dx4WVd0FcPw7M+z7vomICOKGC2qKZpopuGuaS5pppaWplZapZaZWavWWWm5ZmVaa5p77rrnmkisKuCEgi7LLDjPz/jEyOoELCOJyPs/D08y9v/u7505ch7lz7jk3EzUKqznAbRVFEtNJuflFTJs2dVEoFBw/cZnz5+MY9cFCxn30+wMli2i1WqKiEgEYOiSEiZ/2LvVc4tHVqGE1tm39lLfeDAZuJSLBrS90b19+/XoaySkZ3LgtAaRD+0AsLEzx83MH4Oy5aP261LSsYvf734oihXeix8Y+Hq1noqN1iSKe0nZGiBKxsdFdIE5Pz+b72Zs4eDAc0FWseumlIP731QBMTIp2sP3mm4H8/NPbTJzQq9StYIoz5K0Qxo3prq+MIUpPoVDgeLPCWeTNxFUhhBBCCPHk2bzlBAAtn6vFxE97M/7jHgCsXnPYoO3MnLmbycrKBWDY2+0N5vD1NUzQVigUWFqalWPUQgghKkKJr7Z8/vnnLFy4kK+++goTk1s9i+vUqcNPP/1UpsEJIYQQQjzKEpNuAODkZK1f5nwzaSTxejopqZkA1K5dmZYtawEw8v1fSLq53bwftlBQoC7VvpOTM8jKykWhUNC7V3Pc3aQ37JPq9uoghYlIgEFLFWeXW5VsLt1sIVOpkgPf/m8gI9/TtYesXVtX2SY09FaiSHq6LlGkyTN+vPtOR/1yezsrgxjcPW61nrn9wtKjKjpal0QlFUWEKJnCVml/rTvCihUHAfhyWn/mzn6TUe91xtTUuNjtnJ1sqFnDs9h14tER1FR3B+iCX3Y+Fv+WCyGEEEKIkjv0TwQAzz8fAMAzjf0ICPAqdqyJiREDXm3FC60D9BVLnRytsbe3Kna8EEKIJ0uJE0V+/fVX5s+fT79+/VCpVPrl9erVIywsrEyDE0IIIYR4VBUUqPV9XG//8r6wskPklWvk5RUA4GBvRb+XnwMw6P165cp11m84Vqr9R938Itzdza7Yu7vFk+n26jW2Nrclitz8Hbx2PY0LNxNF/Hzdadq0uv6unzo3WyDt3hPK+g3HyMsrIPVmMlPNmp76LxDBMAkF0CciZWXlkp6efd/x7t8fRljY1fseX1ZiYiRRRIjSqF7dA4CDh3QXlzt1bEiLZ2tWZEiiDL3+WmvMzU0IPRvNrl1nKjocIYQQQghRxq5dS+PixXgUCgXPNPbVL299M2nkdhbmJmzZ9AlvvRmMmZkJnpV0lUSrVZN2j0II8bQocaLI1atX8fX1LbJco9GQn59fzBZCCCGEEE+epKQbaLVaVCqlQZuOwi/sc272fbWwMMXU1JjatSvT86Ug/bi2beoC8POCHWRn55V4/4VtZypLa42nipNBRZFbv3eFCSTXr6frE0V8fFwNtq1TR3cH0bVraUyZupJt20+SdrOiiK2tBR4et6rSZOcY/k6amhrjdDMJasLEpQx/5yfCI2LvGuvlywmMHvMrrw+aTW7uw/2cEB2jaz1T2UvODyFKomZNw6ogTZtWr6BIRHlwdLSm78stAJj7wxby8wsqOCIhhBBCCFGW9vwdCkCtmp4G16qaN6+hf/zCCwFMnNCLZUvfN6gYWO1muxlfX/eHFK0QQoiKVuJEkVq1arF3794iy1esWEGDBg3KJCghhBBCiEddYuLNtjOO1iiVt/6ksre3RKUyfF5o+LD2tHmhLu3bNeDjj17Cw8OBpKQbbNz0b4n3X9haw0u+CH+q3LH1jLMNJiZG5OUVsHfvOQD8/DwMtnV3tzf43bxwMZ601FuJIkZGt6oF3t7uplBhotORIxf4999LbNh492o4Z25rcVNYnaBQfHxqqdsu3UtmZo6+ck9lTzk/hCiJGv6VDJ7Xq+tdMYGIcvNyn2dxcLDi6tVkNpSyqpkQQgghhKgYhw5F8P4HC4m5eXPE7VasPMiMmRsAaNHCsCqgZ6Vb1TbNzUwIDq6Po6O1wZhXX2lFy+dq8VKPpuUQuRBCiEdRiRNFJkyYwPDhw/nyyy/RaDSsWrWKwYMH88UXXzBhwoTyiFEIIYQQ4pFzPTENMKzwAKBUKvG6rcrH7X1djY2NmDypD5+M74mJiRGtWtYGIDY2ucT7L2w94yUVRZ4qzk63Ws+Ymd2688fY2Ii6AVUAuHEjG5VKSWCDqgbbKhQKPni/q/55QkLqrYoiN9vYTJ7Uh2bN/Hm5z7NF9t3/lZbMnf0m1tbmAKTdbFtzJ7e3nNm2/ZT+8c5dp+n+0lfMmbvl7gdbSpcuXwN0SVpWVmblsg8hnlS66kK6ktOeno5FLh6Lx5+FhSk9X2oGwOGjFyo4GiGEEEIIcb+0Wi3jPl7MwUMRjPpgIVqtln37zrF+wzHW/nWEmd9tQKvV0qFDIL17NS+y/ZfT+lO/vjeD3mhT7Pw1alRi6pRXcHW1K+cjEUI8CgYOHEi3bt0qOoyHJjIyEoVCwYkTJx7qfhUKBWvWrHmo+yyJEieKdO3alXXr1rF9+3YsLS2ZMGEC586dY926dbRt27Y8YhRCCCGEeOQUVhRxdrIpss6n2q2WH7dXFPmvwi/cMzJySrz/qKjrgLTWeNpYW99KfMjLM2wZ8MwzfvrHtWp56n+/bte1S2O+nNYfgPi4VNLTbiaK3CxJ2+aFuvzvqwHY2FgU2RagXj1v3n2nIwDp6dl3jfVcWIz+8aFD58nLU6PRaBj/yR8ALF22767bl9bhw+f1sQohSq5mTV1Vkbp1q1RwJKK81KlTGTBM6BNCCCGEEI+2M6HR+rauMTFJvNjjKz4c+xtTpq7ky69Wo1ZrCA6uz8fjehi0lCnU4tmazJn1Ji4utkXWCSFKR5OnpiAr/6H8aPLuvzKvQqG468/EiROZOXMmCxcuLL8X5zbx8fG8++67+Pr6YmZmhqurK82bN2fu3LlkZWXpx3l7e+tjtLS0JDAwkOXLlxdZV9zPwIEDH8qxlKfijnHatGkGY06dOkWLFi0wMzOjcuXKfPXVVw+0T6PSbNSiRQu2bdv2QDsWQgghhHicXb+eDhStKALgW82dHTtOA2BvZ1VkfaHCagc3Mu7+hft/FRSouXpVV4XEq7JzibYVjzeFQqF/bG5uYrDumWd8mTNX97jJbUkj/+Xhbg9AbFwyubm6ZBPbOySGFMemsKJI+q0PcitXHiQ6Jol33+lIQkIa38/aaPAFZEGBmoRrmew/EG4wV05OHmZmhsfxoP65mSjS5JnqZTqvEE+Ll3s/S2LiDfoUcxeieDIUthiKj08lJSXDoPqZEEIIIYSoOGq1hszMHIObN6KiEklKvsHvi/82GHvtmq7Sbd2AKhQUqLG3t2L0+10MrhsIIcqPJk9NyolE1DkF9x5cBlRmRtjXd0Jporrn2Li4OP3jZcuWMWHCBMLDb12Ts7Kywsrq4XwOvHTpEs2bN8fOzo4pU6YQEBCAqakpp0+fZv78+VSqVIkuXbrox0+ePJnBgweTnp7ON998Q+/evalUqRJHjhxBrdYlyxw4cIAePXoQHh6OjY3u2ry5edEb5h5HhcdfyNr6VqXX9PR0goODadOmDfPmzeP06dO8/vrr2NnZ8eabb5ZqfyWuKCKEEEIIIW5LFHEsLlHETf/YweHOf3Rb30wUybhx74oih/6JYMeOUyQl3SA+PhW1WoOJiREuLkX3L55so0Z2pn59b7q/aNg32Leam/7OoObNatxxe7ebiSLp6dn6u5Hs7O4/UcTWVje2sBpJenoW30xfx5/LDxAWfpVNm/9l1+4zgC6xpbA3cnx8JmvWHjGY61zYVQoKit4RkZubj1arve+YCqWnZ3P2bDRw92QZIcSd1apVmbmz38TX172iQxHlxNLSDK+bFcmkqogQQgghxKPjy69W07HzFLZsPQFAxPlY+g+YybDhP3LwYDgKhYIf5g1h5HudsLExp1fPZsyd8yY//fg2X3/1KpaW0n5ViIdFU6BBnVOA0kiJysyoXH+URkrUOQVoCjT3FZubm5v+x9bWFoVCYbDMysqqSOuZVq1aMWLECN577z3s7e1xdXXlxx9/JDMzk9deew1ra2t8fX3ZtGmTwb7OnDlD+/btsbKywtXVlf79+5OYmKhf//bbb2NkZMTRo0fp1asXNWvWxMfHh65du7JhwwY6d+5sMJ+1tTVubm5Ur16d2bNnY25uzrp163B2dtbH7+Cga5nr4uJicJwldbfY58+fj4eHBxqN4WvetWtXXn/9df3ztWvXEhgYiJmZGT4+PkyaNImCgtInDxUef+GPpeWtauWLFy8mLy+PBQsWULt2bfr06cM777zDt99+W+r9lThRxN7eHgcHhyI/jo6OVKpUiZYtW/LLL7+UOiAhhBBCiMdBYqIuUcS5mIoi1W5LFCmsGlIcq/tsPRMaGs2o9xfyyadLeXXgd1y4qMsKr1zZCaVS8n6fNi/1CGLOrDeL/G4plUq++XoAX3/1Kv437xYvjqWFqT7ZA0ClUmJhYXrf+7e5uW1hRZHbq4SkpmQSG5uif962bT39nesR51M4duwSAFWq6CrhDBv+I/0HfEf6bdVJwsKuEtL+M6bPXH/fMRU6eCgcjUZLlSrOuLnZlXh7IYR4WtSo4QlAWLgkigghhBBCPAoiI6+xfsMx1GoNkyb/ya7dZ5gydRX5+bqbK2rXqsy33wwkoI4XPV9qxqYN43nv3U5SQUSICqYwUqI0Lt8fhdHDuf67aNEinJycOHz4MCNGjGDo0KH07NmTZs2a8e+//xIcHEz//v317WJSU1Np3bo1DRo04OjRo2zevJmEhAR69eoFQFJSElu3bmXYsGEGCQ8Gr99d/g0zMjLC2NiYvLy8Mj/We8Xes2dPkpKS2LVrl36b5ORkNm/eTL9+/QDYu3cvr776Ku+++y5nz57lhx9+YOHChXzxxReljmvatGk4OjrSoEEDvv76a4Okk4MHD/Lcc89hYnKrOnNISAjh4eGkpKQUN909lfg3a8KECSiVSjp27MikSZOYNGkSHTt2RKlUMmzYMKpXr87QoUP58ccfSxWQEEIIIcTj4PpdEkVcXW9lMN+4cee2Mtb32Xpm85bj+scpKZls3nwCAK/KTvcdr3g6VKvmdtdqIoXcb1YVAbCzsyzRhaXCNjWZmbkUFKj5++9Q/bqkpBvEJ+g+mAx7ux3jP+qhTxSJibmBVqslMNCHls/V0m9z5cp1Jn++nPT0bP7ee5bPvlhOXl4BK1YcLLbayN2sWfMPAG1eqFui7YQQ4mlTw98DgIiI2AqORAghhBBCACz8dbfB84/HLyEiIhYbG3PWrR3Hj/OHGlTOlAQRIURZq1evHuPHj8fPz49x48ZhZmaGk5MTgwcPxs/PjwkTJpCUlMSpU6cAmDVrFg0aNGDKlCnUqFGDBg0asGDBAnbt2kVERAQXLlxAq9Xi7+9vsB8nJyd9+5sxY8YUG0teXh5Tp04lLS2N1q1bl/mx3it2e3t72rdvz5IlS/TbrFixAicnJ55//nkAJk2axNixYxkwYAA+Pj60bduWzz77jB9++KFUMb3zzjssXbqUXbt28dZbbzFlyhQ+/PBD/fr4+HhcXV0Ntil8Hh8fX6p9GpV0g3379vH5558zZMgQg+U//PADW7duZeXKldStW5fvvvvOoIeOEEIIIcSTQqPREBen+zK8uKoFCoWC5s1qcOBgOO3aNbjjPIUVIe5WUaSgQM3OXacBsLQ0JTMzl7/3ngV0FUWEKA0Pd3t9uwEbm5L18Ly9kkli4g3+OXz+1vOkGyQk6Pok16pVGSMjFf41DKubdOncmNuvZxkbqzhwIJwR7/zE+QtxBmPPhV0loI7XfcV14UIcJ09dQaVS0qVL4xIdkxBCPG1cXe0ASE7JqNhAhBBCCCEEaWlZ7Nypu/bzw9y3WLP2MJs2H8fT05HxH72Eo6N1BUcohHga1K1768YrlUqFo6MjAQEB+mWFSQnXrl0D4OTJk+zatQsrq6Kt1y9evKhvEfNfhw8fRqPR0K9fP3Jzcw3WjRkzhvHjx5OTk4OVlRXTpk2jY8eOD3xs/3Wv2KtXr06/fv0YPHgwc+bMwdTUlMWLF9OnTx99he+TJ0+yf/9+gwoiarWanJwcsrKysLC4/1bfAKNGjdI/rlu3LiYmJrz11ltMnToVU9P7rwZdEiVOFNmyZQtffvllkeUvvPAC77//PgAdOnRg7NixDx6dEEIIIcQjKOFaGnl5BRgZqXC7+UXLf02d0o/09CwcHO78Yf721jNarbbYu0FOnIwkJSUTW1sL3nj9Bb6dvk6/roqXJIqI0vH0dNQ/vr0Nzf0wMlJhbWXGjYwcDh4KJycnX78uMTGdhIRU4FYSlYO9FW5udsTHp9KqZW3atqlLVnYejRpWo0GDqly8GM/OXWeKJIkAHDly/r4TRbZt193N0KJFTZydilb6EUIIcYtdYRux1Kx7jBRCCCGEEOVt567TFBSo8fN1JyCgCnXqeNH/lZZ4eDhgYlLir/GEEKJUjI2NDZ4rFAqDZYXXrjUaDQAZGRl07ty52LwBd3d3cnJyUCgUhIeHG6zz8fEBwNy86M1ro0ePZuDAgVhZWeHq6lpu1ZPuFTtA586d0Wq1bNiwgcaNG7N3716mT59uMMekSZPo3r17kTnMzO7cjv5+NWnShIKCAiIjI/H398fNzY2EhASDMYXP3dzcSrWPEr/DODg4sG7dOkaOHGmwfN26dfrMoMzMTKytJcNRCCGEEE+mmOgkADw87DEyUhU7xshIddckEbjVekat1hAREUulSo4G1RpA16MWoH49b55pfKvEqJWVGc2b37vFiBDF6dG9KfHxqZwJjaZ9u8ASb29ja8GNjBz+/vuswfLzF+LIz1ejVCoMkjU++bgHq9dsZ9y4HigUCiwtTPlu5hsAbNp8nJ27zujHPtu8Bja2Fmzc+C8HD0bw2sDW9/Wh8NSpSACaBcl5IYQQ92Jrq+sPnZqWWcGRCCGEEEKIwpbDISH1Ad2Xsd7eLhUYkRBC3FtgYCArV67E29sbI6OiKQeWlpa0bduWWbNmMWLECCwtLe85p5OTE76+vuURroF7xQ66ZI/u3buzePFiLly4gL+/P4GBgQZzhIeHl1u8J06cQKlU4uKiez8ICgri448/Jj8/X5/As23bNvz9/bG3t7/bVHekLOkGn3zyCaNHj6ZLly58/vnnfP7553Tt2pUPP/yQTz/9VB9Uy5YtSxWQEEIIIcSj7OTJSPYfCAOgsueDVfQwNTXWJ5q89sZs3h25oMiYxMQbADg52VC5siNeN9vNfDqhFzY2JasEIUQhZ2dbJn7amxV/fkDnTo1KvL3tzd+9wrYzDRvq7gQ4ezZGN7+TjUESVZ06XjQMdMNIVTSxqlmQP0qlLhHkxW5N+OrLV3lzUFtUKiWhZ6P5YPQi1qz5B61We8d48vIKOHezlU69ulVKfDxCCPG0sbPT/Tt+40YOBQXqCo5GCCGEEOLplZWVy+nTUQC0bVP3HqOFEOLRMWzYMJKTk3n55Zc5cuQIFy9eZMuWLbz22muo1brPmXPmzKGgoIBGjRqxbNkyzp07R3h4OL///jthYWGoirlW+KjEDtCvXz82bNjAggUL6Nevn8EcEyZM4Ndff2XSpEmEhoZy7tw5li5dyvjx40scz8GDB5kxYwYnT57k0qVLLF68mJEjR/LKK6/ok0D69u2LiYkJb7zxBqGhoSxbtoyZM2catKwpqRJXFBk8eDC1atVi1qxZrFq1CgB/f3/27NlDs2bNAPQtaIQQQgghniRXY2/w5de/6J9XrvxgiSIKhQIrK1NSb5Z9P3cuhuuJ6Tg72RAaGs3BQ+FERV8HwNHRGoVCwYzpr5OWlom/f6UH2rcQD+K/SUovtK7LsWOXUKt1pSdd79CSqTi2thYENfXn4KFw2rVrAICLiy0DXm3Fgl92cvBQBAcPRVDZy4mGgdWKnSM8/Cp5eQXY2VkatNURQghRvMJ/x7VaLTduZGNvX7QvsxBCCCGEKH9JSbobhCzMTXB2tq3gaIQQJaUt0KB5CPt4FHl4eLB//37GjBlDcHAwubm5VKlShXbt2qFU6mpVVKtWjePHjzNlyhTGjRtHTEwMpqam1KpViw8++IC33377kY0doHXr1jg4OBAeHk7fvn0N5ggJCWH9+vVMnjyZL7/8EmNjY2rUqMGgQYNKHI+pqSlLly5l4sSJ5ObmUrVqVUaOHGmQBGJra8vWrVsZNmwYDRs2xMnJiQkTJvDmm2+W+nUoUaJIfn4+b731Fp988gl//PFHqXcqhBBCCPE4Onw4zuB55coP/oW0lZW5PlEE4Ov/rcXM1JjtO04ZjHNy1LWxcXOzw83N7oH3K8SDsLG9lShiY2NO40aGJRZL+js6cWJvEhPTqeLlrF/2av9WnD4TxZEjFwA4eDDijoki/x6/DEDdgCrl1rtUCCGeJEZGKqytzLiRkUNaWpYkigghhBBCVJDEm4kiDo53b18shHi0KI2UqMyMUOcUwENI5FCZGaE0KnGjEAYOHMjAgQOLLF+4cKHB8927dxcZExkZWWTZfyv++vn56QtL3Im7uzvff/8933///V3HFbe/4rRq1equlYeL4+3tXarYlUolsbGxd1wfEhJCSEjIHdffb5yBgYEcOnTonuPq1q3L3r1772vO+1GiRBFjY2NWrlzJJ598UmYBCCGEEEI8DmJjk4k4n2KwrHIZVC6wsjIzeL5v37lixznKBQPxCLG1Mdc/Dgryx8nJ8PezpIkilhamWN6WJAJgYmLEzOmvs33HKSZ8upSDh8IZPqx9kW03bDzGjz9tAyAw0KdE+xVCiKeZnZ0lNzJySE3LrOhQhBBCCCGeWsk3E0Xkuo8QjxeliQr7+k5oHlK1D6WREqVJxbRpEU+uEqcedevWjTVr1pRDKEIIIYQQj65TN/vF3v7B3dPzwVrPAFhbmRdZ1v3FJnTs0NBgmaOTXDAQjw5Ly1sJTiFt62Nqamywvm5d7zLb1zONfVEqFVy+fI2EhFRyc/P5Y+k+QkOjAfjt9z1oNFpaP1+Hrl0al9l+hRDiSWdrZwlA2m2VzcpaXFwKfy4/wIaNx8ptH0IIIYQQj7Ok5AwAHB2kwpsQjxuliQojC+OH8iNJInc3ZcoUrKysiv1p377ojWcSn06JKoqArgzL5MmT2b9/Pw0bNsTS0tJg/TvvvFNmwQkhhBBCPCquX08HoHHjajjYW6PWaHB1ffDesbdXFBn+dnsCArwICKjC0WMXDb5UcZI7S8QjJDs7T/+4UaOi7WCCmlYvs33Z2FhQu3ZlTp+OYvSHv2JsYsS5czG4u9uzfNn7xMenAvD20HZFElaEEELcmd3NNmKpaeWTKFJQoOa1N2aRnp4NgK+vO/7VPcplX0IIIcTToqBATcT5OGrWqCRtN58QSdJ6RgghHtiQIUPo1atXsevMzYveqPmwParxlThR5Oeff8bOzo5jx45x7JjhHSEKhUISRYQQQgjxREpM1CWKuDjbMOStdmU2r5ZbfQpffLEJ5uYmAFSq5GAwztbWMDlXiIr0Uo8g9u47R7++LTAy0t3R0KN7UzZsPMZ3M94o8wuWbw0O5t2RC7hwMV6/LC4uhaPHLpKXV4BSqcDF5cETt4QQ4mlS+LdFWjGtZwoK1Cz6dTdBTatTq1blUs0fn5CqTxIBuHQpoUiiyP++WUvklet88H4XvKu4lGo/QgghxONOq9Wi0WhQKu9dAP6nn3fw62+7GfPhi1JR8QmRlKxLFJEbhIQQovQcHBxwcHC498AK8qjGV+LWM5cvX77jz6VLl8ojRiGEEEKICldYUcTJyaZM5739C5TCJBEAF2fDL71VqhL/2SZEualUyYEVf37Ai92a6JeNGtmZDes+pk4drzLfX2CgDx+O7oadnQXPt6qDq6sdACtWHATAxcVWn7AihBDi/tjZ6SqKbNz4L0ePXTRYt3XbSX5esIOv/7e21PPHxaYYPI+OTjR4fuNGNqtW/8O//15iwMDviY1NLvW+hBBCiMdVVlY+ffrO4K2hP5CTk3fP8bt2nQbg779Dyzs08ZAkJ+lazzg4SKKIEEKIh6tCv3GYO3cudevWxcbGBhsbG4KCgti0aZN+fU5ODsOGDcPR0RErKyt69OhBQkKCwRxRUVF07NgRCwsLXFxcGD16NAUFBQZjdu/eTWBgIKampvj6+rJw4cIiscyePRtvb2/MzMxo0qQJhw8fLpdjFkIIIcTjKTFRd4eHs3MZJ4rcody7JIaIx41CoTBIdiprnTs1YuP68XzxeV/6v/IcAPsPhAPg4W5fbvsVQognVWFFkajoRN5592fy8m5dS/n3uO5GoAsX48nNzS/V/LFxd08UCY+I1T/Oz1ezZeuJUu1HCCGEeNQUFKiJvHINjUajX5aamklaMZ//DxyKJT4+ldDQaKZ9tcZgm/+Ki0shOiYJgBMnIykoUJd98OKhK2w9IxVFhBBCPGwlbj0DEBMTw19//UVUVBR5eYZZrt9+++19z+Pp6cm0adPw8/NDq9WyaNEiunbtyvHjx6lduzYjR45kw4YNLF++HFtbW4YPH0737t3Zv38/AGq1mo4dO+Lm5saBAweIi4vj1VdfxdjYmClTpgC6CigdO3ZkyJAhLF68mB07djBo0CDc3d0JCQkBYNmyZYwaNYp58+bRpEkTZsyYQUhICOHh4bi4SOlTIYQQQpRfRZGXXgpi2perefbZmmU6rxBPsmZBNYC/0Gp1rZvc3R+90o1CCPGos7O1MHgeF59CFS9nAE6ciARArdZw8lQktWt7YWlhWqL5CyuEuLnZER+fyqVLCfxz+DwNA30wMlIRFnbVYPzeved4bWDrUh6NEEKIshIbm8yZ0Ghq1qhE5cpOAPq/u8u6xeST6rtZG1mx4iDVqrnR+vk61K9flY8+XoxKpeTXhSM4d+4q58Ji2LnzNJFXruu327r1BGi1fDK+p8HNI8nJN5g6bTX7D4Tpl2Vn53HuXAwBAVUe5qGJclDYesbB0aqCIxFCCPG0KXGiyI4dO+jSpQs+Pj6EhYVRp04dIiMj0Wq1BAYGlmiuzp07Gzz/4osvmDt3LocOHcLT05Off/6ZJUuW0Lq17kLBL7/8Qs2aNTl06BBNmzZl69atnD17lu3bt+Pq6kr9+vX57LPPGDNmDBMnTsTExIR58+ZRtWpVvvnmGwBq1qzJvn37mD59uj5R5Ntvv2Xw4MG89tprAMybN48NGzawYMECxo4dW9KXSAghhBBPmIICNSmpmQA4O5XtHR6dOjakmo8b1aq5Flnn4GBFcnJGuVZpEOJx5OZmR7Vqbly8GA+Au7tdxQYkhBCPIbP//H0RE5NEFS9nrl1LM2gD897IX3BxsWXshy+yddtJ3nu3EyYmKr76ei2NGlWjQ/virwXFxunmaPKMH2v/OsLlyGuMHPULg954gddfe4HwcF2iyMt9nmXZn/sJC79KTEwSnp6O5XTEQggh7iTmahKnT13hcuQ1fl/8N6CrclnDvxL163tjZKRi2Z/7+fnHt6latehnV3FLVlYu69cfBeDixXj9Z5ZCnbpMLbLNs8/WoPXzAXwxZSVbt51EpVIScT4OR0dr6tWtwurV/5B4s+oE6BJ2tFot//vmL+rWrULt2pVp0aJWiZM6RcUrKFCTkqK73uQorWeEEEI8ZCWuaT5u3Dg++OADTp8+jZmZGStXriQ6OpqWLVvSs2fPUgeiVqtZunQpmZmZBAUFcezYMfLz82nTpo1+TI0aNfDy8uLgQV0v8oMHDxIQEICr660/TkNCQkhPTyc0NFQ/5vY5CscUzpGXl8exY8cMxiiVStq0aaMfI4QQQoinW2LiDbRaLSqVAtv/3H37oJRKJbVrV8bMrGgyyDdfD6Be3Sp8+7+BZbpPIZ4EzZv56x9LRREhhCg5Pz93g+cxN0vZHz9xucjYa9fSGPXBQjZvOc6Mmev5c/kBNm85zudfrLhjify4WF3rmYYNqxksX/vXEdRqDadOXwGgaZPq+ruh+74yg507Tz/YgQkhhCiRggI1I0f9wmdfrNAniVT1dkGt1hB6NprFS/ay6Nfd5OTks/iPvRUc7aNtz55Q+r0yg5ycfOzsLHh/ZGdq165cZJylpSnPt6rDxx91Z9AbdflsUm/ahTTgrTeDAdi0+TgXL8Zz+PB5fvxpO4lJN6jq7UKrVrWxs7PktYHPA3D+QhwrVx1i8mfL6d3nG06ejOTq1WS0Wi0pKRmkp2cz/pMlfP2/tQ/1dRD379i/l9BqtSiVCuzsLCs6HCGEEE+ZElcUOXfuHH/88YduYyMjsrOzsbKyYvLkyXTt2pWhQ4eWaL7Tp08TFBRETk4OVlZWrF69mlq1anHixAlMTEyws7MzGO/q6kp8vC4LNz4+3iBJpHB94bq7jUlPTyc7O5uUlBTUanWxY8LCwriT3NxccnNz9c/T03Xl6PPz88nPL13/XmGo8HWU11OI0pFzSIiyExen++LEysoEtVr90M4rHx8Xvpv5OiDnsni8lcd7UpNnfPn1tz0AuLhYyzkinhryN54oKx7udsyeNYi//jrClq0niYq+Tn5+Prt26RI1qlZ14fLla0W2O3L0AgnXUvXPz4RG4eZqi729Ybn02Dhdosh/qz5dv55Oi5bj9c99fJx5d0R7Jn+2gsgr11mx6iAtWtQoo6MsSs4hIcqOnE9Phg0bjnH1qq4KlKmpMe++04GOHQKJiIjlg9G/kZaepR+bmZEj/7/voKBAzaeTlpGXVwDASz2C6NKlER07BrJnz1k8PR346n9/cSXyOlM+70v9+t7k5+ezbdtV/XWGzp0DmTN3s37ONwe3Ye/ec/j6ujHs7XaYm5vo2wA984wvly4lEBV1nd17zhIfn8rQYfMBcLC3IjklwyC+bl0b4e3tcsf48/IKuHo1mapVix8TG5vMps3HaRfSgEqVJFH/QRWo1cyfv51lfx4AdG2ONRo1Go26giN7fMl70sMjr7EQT44SJ4pYWlqSl5cHgLu7OxcvXqR27doAJCYmljgAf39/Tpw4QVpaGitWrGDAgAHs2bOnxPM8bFOnTmXSpElFlm/duhULi7K90/hpt23btooOQYjHmpxDQjy4sPDCRBFjOaeEeABlef5oNFrs7EzJyirgfMRJYqJDy2xuIR4H8n4kyopCobvx5cSJcFatUrP/gO6mmWZNnUhMTOXGjTyD8UlJN0i6rfz9kKG6L6UqeVjRqWM17OzMyMtTk3qzbd+Z00eoU9uJM6GJ2NqakpZ266abOrWd2LdvNwDBbT2Y/9N1Tp26wurVf2FqWuJLViUi55AQZUfOp8eXVqvlx59OAvB8Ky+eaewOxLNx40YAnnvOg3XrL+jHnz59Sb/uTvOdC0vG3s4Ud3erO47Zt/8q1tYm1K9358SFx831xCx9kkjlytaYm6UYvFYXLkTRqUMl8vLciI09S2zsWf2628+hjh18OHI0ng7tfLC3u0GXzp4A7Nq1vcg+FUAVL+jdsxrLV4YTG5uBQkGRJBGAH39aS/NmlQyWabVafRub5SvDuXw5jU4dqlG7tlORcb/+Fkp8QiaLl+ylaRMPvL1tUSjA2soEc3NjMjPzsLMzK/kL95Q6eiyeHTt11dV8fOxoFOh613NL3D95Typ/WVlZ9x70lNCqtfoEvvKmUChQqBRlNt/AgQNJTU1lzZo1ZTbnoywyMpKqVaty/Phx6tev/9D2q1AoWL16Nd26dXto+yyJ+/7UPXnyZN5//32aNm3Kvn37qFmzJh06dOD999/n9OnTrFq1iqZNm5Y4ABMTE3x9fQFo2LAhR44cYebMmfTu3Zu8vDxSU1MNqookJCTg5uYGgJubG4cPHzaYLyEhQb+u8L+Fy24fY2Njg7m5OSqVCpVKVeyYwjmKM27cOEaNGqV/np6eTuXKlQkODsbGxqaEr4Ioji6jehtt27bF2Ni4osMR4rEj55AQZScufgdwAWtrEzmnhCiF8npPatasJbl5+bi72ZfZnEI86uRvPFHWPDwi2bzlMnl5KgrUTqjVWqr5uPLmm70ZPFjLX+uO8u309fec52psBmv/usKs79/g7NkY4CjW1uZ0796F4OAcomOScHe348cfd1Ctmitt29TF2trcYI6Nm2OIiUnC0dGX556rVS7HK+eQEGVHzqfHX3x8Kl/97zAqlZIPP3wFC3NTg/Wtns9l67avyc3V3T2ekprL88+3wdy8aOtUgG3bTrFuve56fXU/d7y9XXBzs+W1gc+jVCoB2H8gnAMHD6NQKOj/SicqV3Yqdq7Hzc6dZ4DT1K5dmTmzBt3XNsWdQx06lG7/XbtqyM7OQ6PRcPbcVXx8XDhzOprwiKssXXaAfftjKCgwJzwilvr1vLkSlUh0dCJ2dpZotVoSE3VJoOs3XqRho0Dq1auCo4M1APv2hRGfoPv/qlZr2X/gKvsPXAV0X4BZWJiQmZlLj+5NePvtEIxUqtIdxFNkw8afABg86AVe6fdcBUfzZJD3pIensMPC006r1pKbmIUmv/hWnGVNaazE1MnivpJFFIq7j/n000+ZOXPmQ0tyiY+PZ+rUqWzYsIGYmBhsbW3x9fXllVdeYcCAAfoCDN7e3ly5okuis7CwwN/fn3HjxtGzZ0+DdcUZMGAACxcufBiHU24iIiIYPXo0+/fvJy8vj7p16/LZZ5/x/PPP68dERUUxdOhQdu3ahZWVFQMGDGDq1KkYGZXuRov73mrSpEkMGTKEb7/9loyMDP2yjIwMli1bhp+fH99++22pgridRqMhNzeXhg0bYmxszI4dO+jRowcA4eHhREVFERQUBEBQUBBffPEF165dw8VFl328bds2bGxsqFWrln7MfzMxt23bpp/DxMSEhg0bsmPHDn02j0ajYceOHQwfPvyOcZqammJqalpkubGxsbwJlTF5TYV4MHIOCVF6Wq2WvfvOseSP/QBU8bKVc0qIB1DW54+rqySIiKeXvB+JslJYhv7q1WRmz9kCQMeODfW/X/7VKxW7XZ/ez7J02T4A+r/Skj17QomKTmTm9xs5dUp3Aa9L50YYGxtjb2+Mvb3uy6aPxvW4YyxBTauzfMVBDh+5yAsv1CubA7wDOYeEKDtyPj2+wsJjAfDzdcfWpmgFEFtjY8aN7c7583Fs2HiM1NRMoqKSqFPHq9j5Dh6K0D+OOB9HxPk4AJ5pXJ3KXk4s+WMvy5bpPl9rtVr+XH6IsWNeLOvDqhCRV64DUM3HrcTnQ1mcQ8bGYGam+76ixbO2AFTycKJpU3+WrziEWq3h0D/nAdi1+1Y1xuvX02+bQ0V+vppJk5ejVCrw9HTEwsKUCxfiAejX9zn8/T1Yt+4o0TGJaLWQkJBKZqauWtjKVf9gamrC8GHtH+hYnnTJyTcIPRsDQMcOjeTfzzIm70nlT15fHa1WiyZfg0KpAGXZVfoolka3L61Wi4J77ysuLk7/eNmyZUyYMIHw8HD9MisrK6ysiq/8VdYuXbpE8+bNsbOzY8qUKQQEBGBqasrp06eZP38+lSpVokuXLvrxkydPZvDgwaSnp/PNN9/Qu3dvKlWqxJEjR1Crde25Dhw4QI8ePQgPD9cXbzA3Ny92/4+TTp064efnx86dOzE3N2fGjBl06tSJixcv4ubmhlqtpmPHjri5uXHgwAHi4uJ49dVXMTY2ZsqUKaXa530nihRmFfn4+OiXWVpaMm/evFLtGHRVOdq3b4+Xlxc3btxgyZIl7N69my1btmBra8sbb7zBqFGjcHBwwMbGhhEjRhAUFKSvXBIcHEytWrXo378/X331FfHx8YwfP55hw4bpkziGDBnCrFmz+PDDD3n99dfZuXMnf/75Jxs2bNDHMWrUKAYMGECjRo145plnmDFjBpmZmbz22mulPjYhhBBCPP5+XrCDBb/sBKBly1rUq/tw/oAWQgghhHhYHB2tMTc3ITtb12LmxW5NeKlHkH69j4+r/vFLPZpSUKCha5fGeHu7cPBQOFaWZgwe1IZnm9fgraE/sHfvOQD8/NwZPKhtiWJp0aIWy1ccZOeu07z3bqc73rEuhBCibJw5EwVAnTqV7zgmuG09gtvW49KleA4eiiA8/GqxiSJqtYbDR3RtaqZOeYUbN7KZMnUlALv/DuXY0YtcjrxmsM2mzf/S9+UWeHk9/lVFLl3WVSy//X3zUWBra8HwYe05fOQCfr5u1K7txfHjl/HzdaNuXW+iYxKJiIjD1NSIqlVd+O77jWg0GiIjrxMVlaifp3FjXwa82gorKzPavFBXvzwqKpGUlAzi4lOY/Nlylv25n7Zt6+Ff3aMiDvexcOBAOFqtlhr+lXBxsa3ocIQQD0qpQGmkLNddaAo0oLn/6h+3d8ywtbVFoVAU6aLx39YzrVq1IiAgAJVKxaJFizAxMeHzzz+nb9++DB8+nBUrVuDq6sr3339P+/a3EgLPnDnD6NGj2bt3L5aWlgQHBzN9+nScnHTv7W+//TZGRkYcPXoUS0tL/XY+Pj507dq1SFUTa2tr3NzccHNzY/bs2fz++++sW7eOqVOn6sc4ODgA4OLiYtCVpKTuFvv8+fOZOHEiMTEx+qpoAF27dsXR0ZEFCxYAsHbtWiZNmsTZs2fx8PBgwIABfPzxxyWu8JGYmMj58+f5+eefqVtX9z47bdo05syZw5kzZ3Bzc2Pr1q2cPXuW7du34+rqSv369fnss88YM2YMEydOxMSk5J+fSxTlvUrVlNS1a9d49dVXiYuLw9bWlrp167JlyxbattVdSJg+fTpKpZIePXqQm5tLSEgIc+bM0W+vUqlYv349Q4cOJSgoCEtLSwYMGMDkyZP1Y6pWrcqGDRsYOXIkM2fOxNPTk59++omQkBD9mN69e3P9+nUmTJhAfHw89evXZ/Pmzbi6Plp/1AkhhBDi4Vr71xFA94XJkLfasHNn0Z7AQgghhBCPM6VSyZjR3Th56govtA4gMNDHYL2lpRmeno7ExCTRtm19Am77cnDJ7++h1WpRKpUEBFQhIMCL06ejMDMzZtLE3piYlOziWGCDqlSq5MDVq8ls33GKzp0alckxCiHE06KgQE1GRg5/Lj+Aq6sdrVrWxtbW4o7jz4RGA1CnTpV7zl2vnjcHD0Wweu1hXnyxicGXJgChodHcuJGNtZUZzZv5Y2SkoqBAzVdfr2HFioMGY3t0b0pMTBL/HD7P1GkrmT1rcJH5HjeXLukSRapVe/S+U+jdqzm9ezXXP2/xbE3940qVHGjapLr++e+/vgvAtWtpREUnkpOdh4urLdX9ik/88PJywsvLiXr1vNm/P4wdO0+zZMnfTJrYp5yO5vGj1Wr5ecEOkpJu0KxZDX5f/DcAzz5bo4IjE0IIQ4sWLeLDDz/k8OHDLFu2jKFDh7J69WpefPFFPvroI6ZPn07//v2JiorCwsKC1NRUWrduzaBBg5g+fTrZ2dmMGTOGXr16sXPnTpKSkti6dStTpkwxSBK53d1yD4yMjDA2NiYvL6/Mj/Vesffs2ZMRI0awa9cuXnjhBQCSk5PZvHmzvpPJ3r17efXVV/nuu+9o0aIFFy9e5M033wR07X1KwtHREX9/f3799VcCAwMxNTXlhx9+wMXFhYYNGwJw8OBBAgICDPIXQkJCGDp0KKGhoTRo0KDEr0OJPrFXr179nskiycnJ9z3fzz//fNf1ZmZmzJ49m9mzZ99xTJUqVYq0lvmvVq1acfz48buOGT58+F1bzQghhBDi6ZKYmE5S0g2USgXDh7XHyKicSwgKIYQQQlSQ4OD6BAfXv+P6SRN7E3n5mkGSCOgu6t1+nWj42+35YupKBr3RBu8qLiWOQ6lU0q3rM8yes5m//joiiSJCCHHTxUvxFOSrOXnqCr8v/ptv/zcAX193gzHTZ6xj0+bjeHg4EBGhaykz/8etTJzQm2q+bhw8GI6xsRHNm9fA0sKUlJQM/bj//vtenG5dm/D74r+5dCmBHTtP07bNrRZhO3eeZvLnywFd5QkjIxUAgQ0Mkw/nzxuir0YSF59C//4zOXnqCvv2h/Fci1qlfHXuTqvVlvkNsP+VnZ1HbGwKAD5VH71EkdJwcbEtcbWLdiEN2LHzNJGR18spqsfT5cvX9NVqC29IcnGxpUf3oLttJoQQD129evUYP348oOsKMm3aNJycnBg8eDAAEyZMYO7cuZw6dYqmTZsya9YsGjRoYND2ZMGCBVSuXJmIiAhSUlLQarX4+/sb7MfJyYmcnBwAhg0bxpdfflkklry8PL755hvS0tJo3bp1mR/rvWKvXr067du3Z8mSJfpEkRUrVuDk5MTzzz8PwKRJkxg7diwDBgwAdFVSPvvsMz788MMSJ4ooFAq2b99Ot27dsLa2RqlU4uLiwubNm7G317Xejo+PL1LkovB5fHx8qV6HEiWKTJo0CVtbKYUlhBBCiCdf+M1ezVWqOGNubkJ+fn4FRySEEEIIUTFq1vCkZg3Pe44LCKjC0iWjHmhfL7Suy+w5mwkLv0pubj6mptIDXQjxdEpNzeTj8UtwdLTm771nAbCwMCU1NZM/lx/g/VFd+HnBDgICqhDUtDrLb1btKEz+sLAwJSUlkzHjfsPc3ISUlEz98g7tG3D+fBxqtYZq1dxwc7O7Zzw2Nub07tWcnxfsYO3aw/pEEY1Gw5y5m8nLK8C3mhtD3rpVybtyZcdbjz0dDVrWuLvZ061bE5b8sZf164+WS6LIX+uO8P2sjXzwfldC7pIQ+aAuXIxHq9Xi6GiNvf3T27LW8+b/75irSQ8lQedhyMrKZcEvO2nbpi7+/pX0y69dS2P9hqOkpWVhb29Fu5AGdzyPQs/qKvc4OlqjuDnnZ5P63LXajxBCVITClieg6+rh6OhIQECAfllhUsK1a7pWcidPnmTXrl1YWRV977t48aK+Rcx/HT58GI1GQ79+/cjNzTVYN2bMGMaPH09OTg5WVlZMmzaNjh07PvCx/de9Yq9evTr9+vVj8ODBzJkzB1NTUxYvXkyfPn30VdBOnjzJ/v37+eKLL/TbqtVqcnJyyMrKwsLi/v+d12q1DBs2DBcXF/bu3Yu5uTk//fQTnTt35siRI7i7u997klIoUaJInz59cHEp+R0hQgghhBCPm7DwqwDUuO1CgBBCCCGEKF+urrZYW5tz40Y2kZHXDL6UEUKIp8mWrSc4fuKywbK8vAIAdu8JxdLSjGV/7gfguxmvG4wbMbwD3V9swugPf+XosYvk5OTj5maHibERUdGJrFh5CEDXKuzT3vf9hX67kAb8vGAH/x6/zMv9puPoaE37dg2IjUvB0tKU+T8MwczMRD9eoVDw5uC2rFl7mClf9CsyX6dODVnyx14OHopgzdrDVK7sSECdKiVuXXYnv/62h8zMXCZN/pNTpyLp1as5Vbycy2Tu24WFxQDg7198e5anhYe7PUqlguzsPBKTbuDsZHPf22Zk5LBw0S7at29ANR+3coyyZJavOMiSP/ay5I+9bNownnk/bCEuPpXr19O4fPmaftyq1f/w849DcXYueqP1mdAoANq3a8CQt4IpKNCU2e+4EEKUJWNjwyR9hUJhsKzw7wWNRgNARkYGnTt3LrYiiLu7Ozk5OSgUCsLDww3W+fjoKo6Zm5sX2W706NEMHDgQKysrXF1dyy3p8F6xA3Tu3BmtVsuGDRto3Lgxe/fuZfr06QZzTJo0ie7duxeZw8zMrETx7Ny5k/Xr15OSkoKNje79c86cOWzbto1FixYxduxY3NzcOHz4sMF2CQm61ndubqV777zvd6MnIftTCCGEEOJ+hd9MFJEvJ4QQQgghHh6FQoGfnzv//nuJ8xfi5W8xIcRTJz09i38On2f//rA7jsnIyNEniQB8P3sTAG1eqMvQISG4u+tKlE/4pCeD3pxLfn4B3814Aw8Pe44cvcj27adQqZR06tgQH5/7b5VSqZIDVau6cPnyNa5cuc6VK9f5999LgK4i1O1JIoUGDniegQOeL3Y+7you1A2owqnTV/jq6zX6Y5g8qU+RsVqtlpOnIqni5XxfVTtycvJISEjVP1+95jB794Xxx5KRWFqY3sfR3r/CiqRP+40mxsZGuLnZExubTEx0YokSRVav+UefkLF18wSsrEr2BVt52fN3qP5x+46fF1n/YrdnOHbsElHRiQwf8ROfjO9pUDkH4OxZXSJR7dpeKJVKTEyU5Ru0EEI8JIGBgaxcuRJvb2+MjIqmHFhaWtK2bVtmzZrFiBEjsLS0vOecTk5O+Pr6lke4Bu4VO+iSPbp3787ixYu5cOEC/v7+BAYGGswRHh5eJvFmZWUB6KuVFFIqlfrEnKCgIL744guuXbumL+yxbds2bGxsqFWrdJXZ7vsdSavVlmoHQgghhBCPm4uX4jlxMhKQCz1CCCGEEA+bn6/uDq4LF+IqOBIhhHj4Fvyyk08nLuPosYsAfDWtP7/9+o7+Rk4Xl6IVC86f1/17+cwzfvokEQAnJxuWLhnJij9H4+npiFKppMkzfnz8UQ/GjnmxyBfa96Npk+pFlqlUSrp1fabEcwGMHfMi3bo+Q+PGui9Zduw8TeSVW5UaYq4msejX3Xz9v7W8PexHRr2/EI1GQ3p6tn5cckoG385YR2hotH67M6HRqNUanBytmTypDx4eDiQmpvPTT9tZveYfJk7+k5MnI4k4H0t+fgEzv9vAnj2hlEaY3GiiV9lT134mOiapRNudPhOlfzxn7uYyjQmgoEDNwkW7+PW33cTFp9zXNunp2fpzqziv9m/F6A+68e03A3F2tiE6Jonh7/xEbGyyfkxmVi6XLunu9q5d695t/IQQjyGNFk2Bplx/0Dya39EPGzaM5ORkXn75ZY4cOcLFixfZsmULr732Gmq1GtBVxSgoKKBRo0YsW7aMc+fOER4ezu+//05YWBgqleqRjR2gX79+bNiwgQULFtCvn2F1tAkTJvDrr78yadIkQkNDOXfuHEuXLmX8+PEljicoKAh7e3sGDBjAyZMniYiIYPTo0Vy+fFnfeic4OJhatWrRv39/Tp48yZYtWxg/fjzDhg3D1LR0SbD3XVGkMFtFCCGEEOJJlpmVyzvv/kxGRg7Vq3tQSz7ICyGEEEI8VL6+urK5d/tyRgghnlRbt50weN68eQ0UCgVt29Tl8JHzzP5+MOcvxFJQoMHSwpT3Ry8CwNrKjKCmRZM4iqvy8SA6dAhk+YqD1K/nzcwZr5OYdIOCAjXubvb33rgY3t4ufDi6GwBjxv3G3r3nmDNnM5Mn9eHkqStMnLSMtLQs/fjwiFgmfLqUf49fIjU1i08n9GLRr7uIjLzOyRORLFo4AoATN9v2BDasRpsX6mJlacaoDxby5/ID+ptit249AUDt2pUJDY1m2Z/7+Xv3ZxgZ3f+XVjk5eURG6hJWatSQRJHKlR355/B5oqNLlihy9bbEkl27zzD6g65lWuV+8ZK9zP9xGwBL/tjL0iWjsLMr/s72X3/bzb79YeTm5qNWa6jq7cKUKf3YseMU7u4O2NtZcuToBQa82goADw8Hflv0Lh+O+ZVTp68we85mJnzSk7Cwq2zfcQqtVourqx1OJaiwIoR49CkUCpTGSjT5DyeRQ2msfOS6f3h4eLB//37GjBlDcHAwubm5VKlShXbt2ukrY1SrVo3jx48zZcoUxo0bR0xMDKamptSqVYsPPviAt99++5GNHaB169Y4ODgQHh5O3759DeYICQlh/fr1TJ48mS+//BJjY2Nq1KjBoEGDShyPk5MTmzdv5uOPP6Z169bk5+dTu3Zt1q5dS7169QBQqVSsX7+eoUOHEhQUhKWlJQMGDGDy5Mmlfh2kEZoQQgghxG327AklJSUTd3d7vpvxeokuEAkhhBBCiAfne1tFEa1W+8hdEBVCiPJkaWlGaqouMaJL58b6fwM/ndBL/7hSJQdAVwX89ddak34jmx7dm+LoaF3u8VXzcWPNqg+xsjJHoVCUqL3IvQx49Xn27w9j3/4wXmg7SZ/QYW9vSUpKpn7czl1n9I8nTf5T//j8hTiuXk1m567TLF26D4D69bwBaNq0Ol06N+avdUeK7Pf2SiRHj10stmrKnZw8dQWNRoujo3WZvhaPK09PJwBiYhLve5vc3Hyiom+NT0vL4mpsMp6VHEsVg1arJT4+lcSkG7i52hITk8QvC3fq16enZ7Ng4U5692yOuYUJDre1MoqPT+XHn7ajVt+6cfrZZ2tSxcuZ1197Qb+s6X+SsmxszPng/S4MfH0Wu3af4e+9Zw3meHNw21IdixDi0aVQKTB1snhoHTkUCgUKVck/Fw0cOJCBAwcWWb5w4UKD57t37y4yJjIyssiy/x6vn58fq1atumsM7u7ufP/993z//fd3HVfc/orTqlWrEr/u3t7epYpdqVQSGxt7x/UhISGEhITccX1J4mzUqBFbtmy565gqVaqwcePG+57zXiRRRAghhBACXSWRpUv3seAX3cWDTh0bYmNjUcFRCSGEEEI8fbyrOANwIyOHjIwcrK3NKzgiIYR4ONRqDQkJaQC8+05HOrQP1K8rLmlOoVAw6I02Dy2+Qg4O5ZOQUqumJ//7agBffrWahGtpGBur6Nr1GYa+FUJ+fgEqlZJRHywkLTWLZ57xJSIijlOnrxgkkvTs/T+D+dq2qat//t67HYmKvk5ebgEzZ77BlchrDHpzrkEMo95fSFVvF6p4O/PR2B5YWZkVibOgQM2yP/ezZcsJLlyMB+C5FrXK4yV57Hh56RJFQs/GkJ9fgLHxra+gcnPzWbP2MPXrV8W/uod+eWTkNdRqDTY25nhWcuTsuRjOhkaXKlEkIyOHD8f+yokTkUXWBTWtTo8eQXwwehErVhxkxYqDKJUK3nozmJf7PItKpWTlqkP6BI8XuzWhalUXg/Pwbnx93RkxvAM//riNrOw8HByscHKyoXev5rRv16DExyKEePQpVAoUSFK7eHxJoogQQgghBLqSsz8v2KF/HhJcv+KCEUIIIYR4ipmaGmNqakxubj43bmRLoogQ4qmRdLONi0ql5KUeQahUyntv9IRp2rQ6K5aPJjU1EzMzYywtdYka5ua6Fjo/zB2iH5ufX8DlyGv4VHXlr3VH+N83fwFgZKRi1MjOdOncyKB8vJmZCXNmval/7ufnjomJEXl5BQYxXI68xuXIa1TzceON11/gv7759i/W/nWrMomlpSlvvFF03NOoQf2qODlak5iYzqzZm/DwcCAhIY26db3Yu/ccmzYfx8TEiA9GdaFt23rk5RWwYuUhQJdo4ePjytlzMYSejSa4mOsyarWG/32zFoD3R3UxqAKbl1fAB6MXcer0FVQqpS6OpBuo1RrahTTgg/e7YG5uwgutA9jz91lUKiW5ufnMnbeFufO24OxsQ1LSDQC+mtafZ5+tWeLj792rOZ07NSIhIZUqVZwNfv+EEEKUnylTpjBlypRi17Vo0YJNmzY95IgMParxSaKIEEIIIQS60uaFnm9VBw8PhwqMRgghhBDi6WZjY8716/mkp2fj4XHv8UII8SSIi0sBwNXF9qlMEimkUinvq42OsbER1f10bxLBbevz995zWFuZ8Wr/Vvj5ud/X9n5+7vrWM8HB9UGrxdzchLV/HeHnBTuIirqOi4stoEtiqebjxsZN/wLQq2czTp26Qt++LQzalzzNTE2N6dPnWWbN3sTyFQf1y5cuuzUmL6+AKdNWMe2r1QBoNLqy/L7V3KhZ05MVHOTf45c5eTKSg4ciiIlJJCSkAYENqrJt20l9kk5S0g0aNqxGrVqVqVO7MrPmbOLU6StYW5nx/feDqO7nQUGBmtzcfH3CEcBnk1/WP/5h/lYW/bobgOvX0wHd70GzZv6lfg0sLEypWtW11NsLIYQouSFDhtCrV69i15mbV/yNB49qfJIoIoQQQgiB7o4hgHFju0tJUCGEEEKICmZjY8H16+ncuJFd0aEIIcRDE5+QCoCbu33FBvIYsrIyY8a3r5V4uzq1vQgNjaZaNTcmTtB9gaNWazh67CJXryazbfsp/dg1aw/T/5WW5Oer8a/uwXvvdiqz+J8k3bo+w5YtJ4iLT6F6dQ+8Kjtx/MRlrly5zpuD2wK61/LaNV2bJXd3e9xc7ejapTFmZrrKMRcvxjN02Hz9nDt3nSmyn337w9i3PwyA4Lb12LrtJACfftpbn0BkZKQyqDryX2+9GUyH9oGYmRlz5cp1HB2tJclDCCEeQw4ODjg4PLo3fj6q8UmiiBBCCCGeelqtlsuXdYki1f3c73oRQQghhBBClD9ra92dv+npWRUciRBCPDyFFUXc3SRR5GFp/Xwdlq84QOvn6+iXqVRKxnz4IkuW7MXX143c3HyWrzhIZmYu837YCkDnzo0qKuRHnoWFKYsWjiiyPC+vABMT3VdSA15tRXJyBhqtFmcnG4Nxkyb25vfFf5OcnEFAgBfOTjZs3XaStDTd3wQ1a3oyeFAb9u49x5Wo6/z77yV9kkjnzo1oFlSyaiCVKzsB4OxsW+JjFUIIIR5nkigihBBCiKdeSmomaWlZKBQKqlRxruhwhBBCCCGeejbWFgCkS0URIcRTJC7+ZqKIu13FBvIUCQiowo5tEzE2NrxhpFHDajRqWE3/3MrKjF8W7gLA0dGakOD6DzPMJ0JhkgiAQqG4Y3uhtm3q0bZNPYNlI9/rTHZ2HsnJGTg5WWNqakzTJtXJycmjW/cvSU/X/b3Q9+UW5XcAQgghxBPm6W10KIQQQghx0+XLCQB4eNjry5wKIYQQQoiKY22t69MsrWeEEBVJq9Vy9mw0eXkFD2V/0dGJALhJRZGHytTUGKXy7l+VtG8XqH/8waguWFqalXdY4j/MzU2oVMkBU1Nj/TIzMxO6v9gUgGbN/KniJTf/CCGEEPdLKooIIYQQ4qkXebPtTFVvlwqORAghhBBCANjY6BJFCu8QFkKIhyUtLYu/954lJSUDjUbL/B+30eQZP77534B7JhOURm5uPqPeX0hcfArx8akA1A2oUub7EQ/G09ORjz/qQX5eAS1b1q7ocMRtXhv4PO7u9jzbvEZFhyKEEEI8ViRRRAghhBBPvdOh0QD4+LhVcCRCCCGEEALAxuZm65n0rAqO5NESHhHLsmX7ycnNo3EjX0KC62NhYVrRYQnxRLh+PQ1zc1NGvPMTFy7GG6z75/B55v+4nbfebItCoSjT/a5a/Q/HT1zWP2/WzB9PT8cy3YcoGx07NKzoEEQxjI2N6NypUUWHIYQQQjx2JFFECCGEEE+1/PwCDhwIA6BZkH8FRyOEEEIIIQCsrXUl/aX1zC3JKRm8N3IBaWm65Jndu0NZ9Otuxn74Ik2bVq/g6IR4vF1PTKdXn2/Jzy9Ao9EarLO3tyQlJZNff9vN9etpfDi6m0HriweRmZXLol93GSzr1bNZmcwthBBCiPKl/c/fDOVNoSy7ZNWBAweSmprKmjVrymzOR1lkZCRVq1bl+PHj1K9f/6HtV6FQsHr1arp16/bQ9lkSZV8rTwghhBDiEZSVlcviJX+TkJAK6C7I3biRzb/HL5ORkYODgxV16lSu2CCFEEIIIQRwe0WRJydRJDQ0mvXrjxIWdvW+t4k4H0tmVi5Tp62iU+cppKVlYWdnweBBbfBwt+fatTQ++HARq9f8U46RC/FoKihQk5GRUyZzhYZGkZubr08SCQryZ96ct2jfrgHz5rzF+yM7o1Ip2bT5OCPf/4WCAnWZ7Pf06Sukp2fj6mrH/74ewLix3WncyLdM5hZCCCFE+dFqtBRkFZB/I++h/BRkFdx3YopCobjrz8SJE5k5cyYLFy4s3xfppvj4eN599118fX0xMzPD1dWV5s2bM3fuXLKyblWQ9Pb21sdoaWlJYGAgy5cvL7KuuJ+BAwc+lGMpT//++y9t27bFzs4OR0dH3nzzTTIyMgzGREVF0bFjRywsLHBxcWH06NEUFBSUep9SUUQIIYQQT4WfF+zgj6X7WLnqEIt+GcHrg2aTlZVLnTpeALR4tma59JsWQgghhBAlZ2NjDkD6E1JRJD09m+Hv/ERubj4ADRv6MOGTXjg72dxxm917zvDRx0vwquxEVHQiACYmRkz/5jX8/SvR9+UWfDtjHevWHeXb6etoGFgNLy+nh3I8QjwKPvt8OXv+PsvPP76NiYkRH41fQr26VXj3nY4YG5fssndcXKrB8+da1KJu3SrUrVsFgMqVnfDycmbcx4s5cSKSAwfDaRbkz5EjF7C1taBGjUqsWHmI7Ow8XnopCMv7bAkVE5MEQPXq7lLhUgghhHjMaNUaUJRtpY9i96PR6vZ1n+Li4vSPly1bxoQJEwgPD9cvs7KywsrKqkxjvJNLly7RvHlz7OzsmDJlCgEBAZiamnL69Gnmz59PpUqV6NKli3785MmTGTx4MOnp6XzzzTf07t2bSpUqceTIEdRqXaLugQMH6NGjB+Hh4djY6D5PmZubP5TjKS+xsbG0adOG3r17M2vWLNLT03nvvfcYOHAgK1asAECtVtOxY0fc3Nw4cOAAcXFxvPrqqxgbGzNlypRS7Ve+DRFCCCHEEy83N58VKw8CEB+fyptD5nH1ajIpKZns3XsOgJCQ+hUYoRBCCCGEuJ21te5C36PeeiYrK5fZczaxfccpNJo7X7zdv/+cPknEyEjFsWOXGDnqFzZtPk5mVq5+XGZmDlFRiWi1Wn5ZqGtHUZgkUsO/EsuXvY+/fyUATE2NGfvhiwQF+aNWa5g9dxN5eaW/m0yIx0lcXArbd5wmL6+ATZuPM/eHLVy8GM+q1f/QvsPnvDV0Hlu3nkCr1d15m5R0Q/+4OIUJG4WebV6jyJjGjX15sdszAPy17gjTvlzN+6MXMejNuQx8bRYzZq7nh/lbGfja92Rm3l+lk+ib57dXZUnyEkIIIR5HCqXiofyUhJubm/7H1tYWhUJhsMzKyoqBAwcatENp1aoVI0aM4L333sPe3h5XV1d+/PFHMjMzee2117C2tsbX15dNmzYZ7OvMmTO0b98eKysrXF1d6d+/P4mJifr1b7/9NkZGRhw9epRevXpRs2ZNfHx86Nq1Kxs2bKBz584G81lbW+Pm5kb16tWZPXs25ubmrFu3DmdnZ338Dg4OALi4uBgcZ0ndLfb58+fj4eFR5DNe165def311/XP165dS2BgIGZmZvj4+DBp0qRSVfhYv349xsbGzJ49G39/fxo3bsy8efNYuXIlFy5cAGDr1q2cPXuW33//nfr169O+fXs+++wzZs+eTV5eXon3CZIoIoQQQoinwM5dZ8jPv1Ua+MqV6wbrW7WqTf16VR92WEIIIYQQ4g5srAtbz2TdY2TFWrpsH4uX7GXCp0vp3HUq83/cVuyX0bv2hALw+mutWfzbuzg5WnPpUgKffb6ct9+eT2ZWLlqtltFjfqVP32+Z/Plyzp+PM5hjxPD2ODsbXgBVKBS8PSQEhULB3r3n6Nn7fyQmppffAQtRQTIzc5j/4zbWrD3M+vVHGTbiR/25tuSPvezeHaofm5Wdx+nTUUyc/Cer1/zDjh2n6Nx1Kh+PX3LHljExV3WJIsHB9fluxus4OloXO65Tp0YAHDgQzsZN/+qXX7gYr3989Woyhw5F3NdxFSaoeHpKoogQQgghKtaiRYtwcnLi8OHDjBgxgqFDh9KzZ0+aNWvGv//+S3BwMP3799e3i0lNTaV169Y0aNCAo0ePsnnzZhISEujVqxcASUlJbN26lWHDhmFpaVnsPhWKOyfBGBkZYWxsXOokiLu5V+w9e/YkKSmJXbt26bdJTk5m8+bN9OvXD4C9e/fy6quv8u6773L27Fl++OEHFi5cyBdffFHieHJzczExMTGoeF5YJWXfvn0AHDx4kICAAFxdXfVjQkJCSE9PJzQ0lNKQRBEhhBBCPNEiI68xY8Y6AAYPaqNvNQNgbWWGp6cj7wzvWFHhCSGEEEKIYhS2nsnJyX+kq2Tsuu3L6ZSUTBYu2sW27acMxmRl5XL48HkAWrWsTeXKTsyeNZgunRtjZ2fB+QtxDBo8h+kz13PiRCQAW7acAKB5sxoYGamo6u1CvXrexcZQrZobH43rjrWVGdevp3Pq9JUyP04hHrarV5MJj4jlp5+3M/ituQx5ez4LF+3iq6/XMGXaKuLjU4ts88ILAezaMYnFv71L717NAfjfN3/xyadLAdi9J5S587YUv7+bCRvdujamUSPfO8ZVxcuZoNtaxAx5K4QJn/QEwNnZhi6dGwNw5OjF+zrOwopBlT0d72u8EEIIIUR5qVevHuPHj8fPz49x48ZhZmaGk5MTgwcPxs/PjwkTJpCUlMSpU7rPO7NmzaJBgwZMmTKFGjVq0KBBAxYsWMCuXbuIiIjgwoULaLVa/P0N2+s5OTnp29+MGTOm2Fjy8vKYOnUqaWlptG7dusyP9V6x29vb0759e5YsWaLfZsWKFTg5OfH8888DMGnSJMaOHcuAAQPw8fGhbdu2fPbZZ/zwww8ljqd169bEx8fz9ddfk5eXR0pKCmPHjgVutRKKj483SBIB9M/j4+MpjZI1axRCCCGEeMxMn7meGxk51KnjRd+XW+Dubs+ZM1EArFo15r57RwshhBBCiIfH0tIUhUKBVqslNjaZc+diaNWqDubmJhUdml5UVCIXL8ajUilZvfJDVqw8yK+/7eHb6X+RnZ1HUlI6L/dpQVjYVfLyCnB1taNaNTcAKld2YuyYF+natTHvjfyFK1euG1S9U6mU9OndnLfeDOZqbDI21uYGd5f9V8cODTl8+Dzbtp8iPi61vA9diHKTl1fAqPd/4d/jl4tdb2Njjr9/JdRqDU5ONtxIz+LgoQhcXWx5f2QXTE2NqVrVlXdGdCAxKZ0dO04bbP/XuiMMHRKCkZFKvyw/v4D4hFQAPCvdO2Hjy6mvcPFiPBqtlhr+lVAoFFTycMDJ2YZLlxL4a90Rjh69cM95CgrU+oSXypUlUUQIIYQQFatu3br6xyqVCkdHRwICAvTLCpMSrl27BsDJkyfZtWsXVlZWRea6ePGivkXMfx0+fBiNRkO/fv3Izc01WDdmzBjGjx9PTk4OVlZWTJs2jY4dy/4mz3vFXr16dfr168fgwYOZM2cOpqamLF68mD59+ug/l508eZL9+/cbVBBRq9Xk5OSQlZWFhYXFfcdTu3ZtFi1axKhRoxg3bhwqlYp33nkHV1fXu34OfFCSKCKEEEKIJ5ZGoyH0ZlLIhx90xdTUmLZt6hEZeR0vLydJEhFCCCGEeEQplUqsrc1IT8+m7yszAEhOyaBf3+cqNrDb/L33LAANG1bDycmGQW+04cjRi5w7F8OXX60GdKWUrazMAPDzcy9SWrlmDU9W/PkBS5ft49ff9gCw6JcReHo6YmKiu2xXxcv5vuJxd7cHIC4+5cEP7j6tW3+UvNx8evQIemj7FE+20LPR/Hv8MiqVEgsLU0xMjHB0tCYiIpauXRoz5sMXDcZfvZrMtu0n6db1GezsbpU0VygUTJzQm1o1K7Nz52nefrsdY8f+xo2MHMLDY6ldu7J+bFxcKhqNFnNzkzu2nLmdkZEKf/9KBssCAqoAYGNjgUqlJDYuhdden0VScgZarZbnWtRi2NvtsLjtM2hsbApqtQYzM2OcnGxK9XoJIYQQQpQVY2Njg+cKhcJgWeFnGY1GA0BGRgadO3fmyy+/LDKXu7s7OTk5KBQKwsPDDdb5+PgAt1qr3G706NEMHDgQKysrXF1d79qa5kHcK3aAzp07o9Vq2bBhA40bN2bv3r1Mnz7dYI5JkybRvXv3InOYmZmVOKa+ffvSt29fEhISsLS0RKFQ8O233+pfLzc3Nw4fPmywTUJCgn5daUiiiBBCCCGeWNExSWRl52Fqaoy3twuguztzyFvBFRyZEEIIIYS4l2efrcnGjf/qn58+HVWB0RR17lwMAM801rWpMDJS8d2M15n8+XL27j0HwIkTkXh46BI4qvm4FjuPtbU5gwe1JTi4Pjk5+fjcYdy9uLvr7th7WIki4RGxTJ22CoDnWtbGWb7oFmXg/Hldae2gIH++nPoKoKsyEhoaXWz7pUqVHBg44Pli51KplLzc51le7vMsAIGBPuz5+yxHj100SBQJC78K6KqJPOiXEZYWptSr582//14iPCJWv3z1mn84FxbD/HlD9NVMomMSy2y/QgghhBAPW2BgICtXrsTb2xsjo6IpB5aWlrRt25ZZs2YxYsQILC0ti5nFkJOTE76+d24DWFbuFTvokj26d+/O4sWLuXDhAv7+/gQGBhrMER4eXubxFlZuWbBgAWZmZrRt2xaAoKAgvvjiC65du4aLi+67jm3btmFjY0OtWrVKtS9JFBFCCCHEEys8THfBz8/P3aC0sBBCCCGEePSNGd0NjVrL5i3HAUhNzSz3fd64kY2Rkeq+Wtxcuqy7e6uwnQyApaUZX07tz/nzcQx47XvOhEaRkZkDcM8EkPutHHIn7u52AMTFln+iSEGBmp8X7NA/j45KlEQRUSYuXNAlivj5uumTJ0xNjQkM9HnguRs1rMaev89y6J8IHB2sOHEqEp+qrixdug+Axo3L5iL/+I9eYs/foajVGmrV8iQzI5fJny8nLOwqq9f8Q8+XmgFw+bKubHuVKg927gshhBCi4mg12idiH6UxbNgwfvzxR15++WU+/PBDHBwcuHDhAkuXLuWnn35CpVIxZ84cmjdvTqNGjZg4cSJ169ZFqVRy5MgRwsLCaNiw4SMbO0C/fv3o1KkToaGhvPLKKwZzTJgwgU6dOuHl5cVLL72EUqnk5MmTnDlzhs8//7zEMc2aNYtmzZphZWXFtm3bGD16NNOmTcPOzg6A4OBgatWqRf/+/fnqq6+Ij49n/PjxDBs2DFPT0lVOl0QRIYQQQjyxCu/g8q/uUcGRCCGEEEKIkjI2NmLCJz3p0b0pg9+aS2xs8n1tl5KSgRZwsC/ab/pOsrPz+OjjxRw+cgFTUyP6vtyCN15/4Y53+efm5hMTkwQUnwBSrZorVlZmZGTk6CuPVPMpXTng++Xudqv1jFqt4dChCKpUcSY1NROlSsm1a6mcPHmFt95si5nZvRNh7uT0mSjGffQ7yckZ+mUxV5PK5It8IS5ciAfA19e9zOdu3NgPgJMnIzl5MtJgnbe3M4PeeKFM9uPmZkfvXs0Nlg19K5iv/reWn37aTudOjTAzMyE8ovDGBvm8KoQQQjyOFColWrUGrbr8EzkUKmW576OkPDw82L9/P2PGjCE4OJjc3FyqVKlCu3btUCp18VarVo3jx48zZcoUxo0bR0xMDKamptSqVYsPPviAt99++5GNHaB169Y4ODgQHh5O3759DeYICQlh/fr1TJ48mS+//BJjY2Nq1KjBoEGDShXT4cOH+fTTT8nIyKBGjRr88MMP9O/fX79epVKxfv16hg4dSlBQEJaWlgwYMIDJkyeX7kVAEkWEEEII8QQLv1lC+L/9o4UQQgghxOPD09MRgMSkG+Tk5N01yWHvvnN8MuEPzM1N+HXRO/dd5WL/gTD+OXwegJycfBb8spM6dbxo2qR6seMjr1xHrdZgbW2Ok6N1kfVKpZKAgCocPKjrx61SKfHycrqvWErL1dUOhUJBTk4+U6etYuOmf4sdV62aG506lu7OvStR1xn1/i9kZuZiZ2dBamoWANHRSaWO+3F0+XICMVeTad7M3+BCsngwBQVqfaUeP7+yTxTx8nJi1MjOzJ23hfx8NZ07NSI1NRN7e0v69X3ugRKo7qVz58YsWLiLxMR0zp2LoUEDH85H6KqnVK9e9scqhBBCiPKlUCowsni4X7MrlCVvVTdw4EAGDhxYZPnChQsNnu/evbvImMjIyCLLtFrDpBg/Pz9WrVp11xjc3d35/vvv+f777+86rrj9FadVq1ZF4rgXb2/vUsWuVCqJjY294/qQkBBCQkLuuL4kcf7666/3HFOlShU2btx433PeiySKCCGEEOKJpNVq9f2t5cKbEEIIIcTjy8bGXF+dIzY2pdgKHrm5+Xz2+XJ27joDQF5eAd99t4HPJr98X/s4cuQCAL17NScnJ4+1fx1h7drDRRJFCgrUTJi4lN27QwFdNZE7VR1p3KiaPlHE29ul3FshmpgY4eRkzfXr6QZJImZmxmg0WvLyCgA4cyaq1IkiW7eeIDMzl9q1KvPdzDdYt/4oM2au5+rVpydRZM7czfy++G8A+vR+lndGdKjgiB5P6enZ5OXl8+tvu9m48V8sLEwZMOB58vIKsDA3wcPdvlz2+1KPIILb1iM3r+ChtktSqZQE1PFi1+4znAmNxt+/EtE3qxJVlwqYQgghxGOpNIkbQjxKKjTlferUqTRu3Bhra2tcXFzo1q0b4eHhBmNycnIYNmwYjo6OWFlZ0aNHDxISEgzGREVF0bFjRywsLHBxcWH06NEUFBQYjNm9ezeBgYGYmpri6+tbJFMKYPbs2Xh7e2NmZkaTJk04fPhwmR+zEEIIIR6OlJQMbmTkoFAoHrjfuxBCCCGEqDgKhQIPDweAIu1nCgrUpKRk8Ne6I+zcdQaFQkGdOl4A7Nh5ml8W7rzn/FqtlsM3E0WaPONHz5eaAbBvfxjXE9P14zQaDV9/s1afJAJQ+Wa1k+K81COI90d2pnFjX14b8Px9Hu2DMTM11j/u/0pL1v81jnV/fcRfa8by3rudAAg9G13q+aOiEwF4vlUdzM1N9NVeCtvwPM4OHYrg2rU0QFdhZsEvO0hPzzIYk5ySweIle/XPly7bx8qVBx9qnE+CzKxc+vWfQZdu01ix8hBZ2XkkJt3gm2//AnQVIcuzUouNjcVDTRIpVLtWZQDOno3mwoV4tFotTk42JWqTJYQQQgghipoyZQpWVlbF/rRv376iw3tk46vQiiJ79uxh2LBhNG7cmIKCAj766COCg4M5e/YslpaWAIwcOZINGzawfPlybG1tGT58ON27d2f//v0AqNVqOnbsiJubGwcOHCAuLo5XX30VY2NjpkyZAsDly5fp2LEjQ4YMYfHixezYsYNBgwbh7u6uLwezbNkyRo0axbx582jSpAkzZswgJCSE8PBwXFxcKuYFEkIIIUSpXblyHQB3d3tMb7tgLoQQQgghHj+VPByIiIjl4KEIGjWqxpGjF9mx4xRHj10kJSWTwqIeb73Zllf7t2LJH3uZNXsTP/60nUoeDgQH17/j3NHRSSQkpGJsrKJ+fW/MzEwICPDi9Okoduw4RZ/ez6JWa/h8ygq2bDmBQqHQlxCuWdPzjvMaGano0SOIHj2CyvKluKvmzWuydNk+enRvypC3gg2qnbR+vg4zZq7n0qUEMjNzsLQ0K/H8V2N0iTqelXUJIoWJMjFXk9BqtXesrvKo27vvHGPG/oaHhwNNm/ixavU/AKxYeZA+vVvg5+tGw4bV2L8/DK1WSw3/SrRsWZsf5m9l+sz1eHk507ixbwUfxePj2LGLJCXdAHSVNkaN7MwP87eSnp6NSqVkyFvBFRxh+ahdW5coEhoazbmwGECqXwohhBBClIUhQ4bQq1evYteZm5s/5GiKelTjq9BEkc2bNxs8X7hwIS4uLhw7doznnnuOtLQ0fv75Z5YsWULr1q0B+OWXX6hZsyaHDh2iadOmbN26lbNnz7J9+3ZcXV2pX78+n332GWPGjGHixImYmJgwb948qlatyjfffANAzZo12bdvH9OnT9cninz77bcMHjyY1157DYB58+axYcMGFixYwNixYx/iqyKEEEKIslCYKFKlilQTEUIIIYR43BVWFFm95h+uX0/j8JEL+lYqAIWtn5s21bWK6ftyC9LTs/n1t91Mn7me+vWr4uJiazBndnYeZ89FM++HrQDUq6tLEgFo80JdTp+OYtfuM/Tp/SzzftjCli0nUKmUfDSuB1W9Xdix8zTtQhqU85GXzNtDQ+jatXGxFfWcnGxwc7MjPj6Vc+diaNTIl02bj+PgYEWTZ/zuObdWqyU6RldRpDBBxN3dHpVKSU5OPps2H6dD+8CyPSAg4nwsK1cdomvnxtS6WZGhrC1dug/QVawpTBJxdbEl4Voa837YAoCfrzv5NysYt2hRk1f7t+TKlets3nKcNWsPS6JICfzzTwQArVrW5p0RHXFzs8Pd3Z7Jn/3JG6+9QEBAlQqOsHz4+3ugUilJTLrBzO82AFC/XtUKjkoIIYQQ4vHn4OCAg4NDRYdxR49qfBXaeua/0tJ05R0LX6hjx46Rn59PmzZt9GNq1KiBl5cXBw/qyjoePHiQgIAAXF1v9acNCQkhPT2d0NBQ/Zjb5ygcUzhHXl4ex44dMxijVCpp06aNfowQQgghHi9XonQXsaXtjBBCCCHE469Ro2r6x/v2h+mTRMaOedFgnG81N/3jN15vjW81N9LSsujXfwa795wxGPvN9L8Y8c7PhIZGY2ys4q03b1UxaNWqDgCnT0exbftJfbuRCZ/0pH27BtSoUYlhb7fD3NykbA/0ARkZqe7692+d2rq2PP/79i/W/nWEzz5fzshRv7Dsz/188OEiBrz2PX8s3Ud2dh7HT1wmLj5Fv21KaiaZmbkGrYCMjFT69jOff7GCNWv+ISEhlaHD5t9X25970Wq1TJm6inXrjvLmkHl89/1GcnLyHnje212Jus7xE5cNln00tjvL//yAjz/qQePGvlhbmXH+QhyRkbpk9JbP1UahUPBC6wDgyWi987BotVoO/XMegA7tA3FzswOgaZPqbFw//qFW4HnYzMxMCAz00T/3quxEz5ee3OMVQgghniSFFQWFeJzc6/e2QiuK3E6j0fDee+/RvHlz6tTRfRiPj4/HxMQEOzs7g7Gurq7Ex8frx9yeJFK4vnDd3cakp6eTnZ1NSkoKarW62DFhYWHFxpubm0tubq7+eXq6rmdtfn4++fn5JTl0cQeFr6O8nkKUjpxD4ml3OTIBgEqV7MvkPJBzSojSk/NHiLIj55N4WgU28Gbl8vfp/fIMCgrUADRoUJX27erz62+7iY1Nwd/fA7VajVqt1m83aWIvJn++gvDwWCZ8uowvPusNQGZmNrt23UocGTf2RapXd9OfW3a25gTU8eL0mSg+nbgMgJDgerRqWeuxPv9e6deCEycvExWVyJdfrdYvL6xuAHD+fBw//LCVvPyCmwk0ben5UhBXbv597eJig1J569+hsR92Y/Efe9m3L4yv/rcWZ2cbrl9P5+TJSNq3q4+jo3Wp4z17NoaIiFiUSgUajZaly/YREXGV/339KipV2dz/tmqV7iaxoKDqtH6+DvZ2ljRu7ItWqyG4bV2C29YlLPwqH4z+jfz8Alq1qo2np+4zhpubrkpNTEwSeXl5j23rndIqzXtSdHQicXEpGBmpCKhb+bE+n0pj/Mfdmf/jdk6fiuKjcS8anEvi6SN/1wlRduR8eniettfY2FjX0jwrK+uRaGEiRElkZWUBt36P/+uRSRQZNmwYZ86cYd++fRUdyn2ZOnUqkyZNKrJ869atWFhYVEBET65t27ZVdAhCPNbkHBKPm/T0XFaujiCwgSv16rqQm6cmL1eNtXXJ7tYMD48GIC72Ahs3Xiuz+OScEqL05PwRouzI+SSeVm5uFsTE3ADASJXNxo0b6dTBi337lQQFObFx48Yi23Tp5Mk6RQ5hYclM/nw5gwfVY8GCVWRn52FlZczbQxqQmxPNxo3RBttVqqTi9G1FSGxtc4ud/3HTp5cf8386QV6exmB5vbrOuLpY8s+RONLSclEqFeTnq5k1ezMaTQKRkbpKwGam2iKvQ9NnrDkbakZySg7Xr6frl/frP4Nnm3vSoL4LCoUu2UOhoEhChVar5XJkGmFhyTg7m1M3wBlTUyPWb7gIQK2ajtSo4cjav87z7/HLjB7zA/UCnLG0NMbCoviLngBxcRmcC0uiQX1X7O3NDNZdupzKuXNJnAnVVSKs5KGgIP8q16/Dxo0RReYa8maAPvZNmzYBoFZrUCggOyeP5cvXYmX1aFWYeVhK8p507F/djX0eHpbs3rWjvEJ6pNWpZUydWtW4fPkUly+fquhwxCNA/q4TouzI+VT+Cr94flqoVCrs7Oy4dk13fdnCwuKpSw4Wjx+tVktWVhbXrl3Dzs4OlUpV7LhHIlFk+PDhrF+/nr///htPT0/9cjc3N/Ly8khNTTWoKpKQkICbm5t+zOHDhw3mS0hI0K8r/G/hstvH2NjYYG5ujkqlQqVSFTumcI7/GjduHKNGjdI/T09Pp3LlygQHB2NjY1PCV0AUJz8/n23bttG2bds7ZjoJIe5MziHxuJo+Yz3XrmWxectlOnVszYSJy8jMzGXRL8OIiIhj+cqDNGpYjV69grAwNy2yfXp6Fps2nyA9XVeSulevTtjbWz1wXHJOCVF6cv4IUXbkfBJPu0uXFSxfcQiAkODmtG1bF4B+/e6+XXBwAQNfn83Vq8ksXXaOzExdkkTbNg3o2LFjsdu80CafzVs+1z9/661eGN3hAtvjxtu7NmM/WkLTJn707fssGRk5NHnGD4CCAjX//nsZPz83xn20hHNhV4mKUrJx0yUA6tWrTocOHYrM6eVVh9lztlC5siOurrYsXrKP7OwCtm2PpG3bZ9GotYz7eAnVfFwZOjSYRg2rcf16OjFXk9i1K5S1f4Xr5zr0TwItnq3BuTBdS5fhw7tTs0YlfH2PM+3LNRw7Fs+xY/GoVEo+/aQnLVvW4tChCKbP3ICfnzvvjujAxUsJzPhuGbm5+ZwJTWbEsHZ06BBIRmYOx49HsnbtCvLydS2M3N3tGfZ2H5TKklcpWfzHBeLiUvCv0YB6dauUePvHWWnek/b8/TsA7ds1oUOHZ8szPCEeefJ3nRBlR86nh6eww8LTpPC74sJkESEeF3Z2dnfMdYAKThTRarWMGDGC1atXs3v3bqpWrWqwvmHDhhgbG7Njxw569OgBQHh4OFFRUQQF6fo3BgUF8cUXX3Dt2jVcXFwAXcagjY0NtWrV0o/5750O27Zt089hYmJCw4YN2bFjB926dQN0rXB27NjB8OHDi43d1NQUU9OiX04ZGxvLm1AZk9dUiAcj55B4FCUn32DMuN9p2qQ6b7z+gsG6pOQM/ePh7/ysf9yn7wz949Ono7h0KYGpU14x2Hb/gTDGf/IHubm6EojNm9XA2dmuTLO85ZwSovTk/BGi7Mj5JJ5WtWp5AbpEkZo1Pe/7PDA2NmbE8A6MHfc78fGZ+uUvtK57xzmMjY0Z/nZ7Zs3ZRM+XgjA3Myt23OOoWbOarFk9BmsrM4yNDS8PGhsb07x5TQBatKjFubCrrN9wTL++Vq3Kxb5mjRr58csCXbJJXl4BEefjOXLkAgDLlx8Che5a4IWL8Xz08R98/WV/Pvtihb4CiUKhoFPHhpw+c4XIyOts2XoSgKCm1akb4A1A506NMTIy4o+l+4iLTSYrO49Jny3Ha5ETly/rLtzHx6dy8GCEvkWRjY056enZfPW/v1iydD/XrqWRl1dgEPsr/Z4r9jrf/ahc2Ym4uBTi41Jp1NC3VHM87u73PSk3N5/jJyIBaBZUQ97HhLhJ/q4TouzI+VT+nsbXV6FQ4O7ujouLy1PXekc8voyNje9YSaRQhSaKDBs2jCVLlrB27Vqsra2Jj9eVHrS1tcXc3BxbW1veeOMNRo0ahYODAzY2NowYMYKgoCCaNm0KQHBwMLVq1aJ///589dVXxMfHM378eIYNG6b/gDdkyBBmzZrFhx9+yOuvv87OnTv5888/2bDhVv/VUaNGMWDAABo1asQzzzzDjBkzyMzM5LXXXnv4L4wQQgjxBCq8GGtiYsTKVYcIDY0mNDQad3d7OrQP1I+7cCH+rvN06tiQ9RuOsXffOZKTb+DgYH1zuzg+maBLEvHxceWlHkF07tRISgEKIYQQQjxBateujEKhwMrSFC8v5xJt2+LZmrw/qjNbtx3Cp6o3gYE+NGhQ9a7bvPzys9SuXZkaNSo9SNiPJIf7qLr3bPMazP9RV8Ld29uZd4Z3pHHjeydDmJgYMXP668TFpdCrzzccOXpBv87T05GYmCTeeW+BfplCoeCD97vwYrcmaDQaNm46zpdfrUaj0fLGG20MxnVoH0iH9oGo1RqmTF3Jps3HuXz5GgqFgs6dGnHlyjVOnroCwIvdnuGdER1ZsfIgP/60nZgYXYUSFxdb6tevyvsjO5Oenk2lSg7396IVw7OSA4eB6Jtzizs7deoKubn5ODpa4+t75zsbhRBCCCEeRYUdKoR4UlRoosjcuXMBaNWqlcHyX375hYEDBwIwffp0lEolPXr0IDc3l5CQEObMmaMfq1KpWL9+PUOHDiUoKAhLS0sGDBjA5MmT9WOqVq3Khg0bGDlyJDNnzsTT05OffvqJkJAQ/ZjevXtz/fp1JkyYQHx8PPXr12fz5s24urqW3wsghBBCPCUmf7aczVuOY2FuwqhRXQzuSPzu+w20C6mPUqkkJSWDuLgU/Tp7e0sW/DSMF3t8BUBgoA/jxnbn0qUEzp6L4ZVXv6ND+0DeHNyWn37eQU5OPo0b+/LN1wMwMpI/2oUQQgghnjSelRyZNvUVbG0sUKlK1iZEoVDQpXMjjFTX6NChw33dDalQKKhXz7uU0T7+qlVzw8/XnajoRCZ+2pvqfh4l2t7d3Z727Rro//738XFlzqw3GfvRb5w4EYlKpWTu7Dfx8LDXJ4ArlUo6dWxI7VqeZGTmUqumZ7Fzq1RKPhnfk/79W3LhQjz16lbB2dkW0CWRFxRo9Ak+/fo+R+dOjTl5KhJnJxv8/T30CeXW1ualem0KVa7sBKBPQhF3tnffWQCaNqkuCf1CCCGEEEJUsApvPXMvZmZmzJ49m9mzZ99xTJUqVYq0lvmvVq1acfz48buOGT58+B1bzQghhBCidGKuJrF5i+49OCs7j8+/WAGAtZUZGZm5pKdnExuXgmclR8LDYwHwquzExx/1wMXFFldXO774vC87d51m5LudUCgUtG4dwNlzMaSmZrLkj70cO3aR8Ajdtu+901GSRIQQQgghnmAtnq1Z0SE8NRQKBbNnDSY7Jw9nJ5tSzTFqZGd9oneXzo2xsTFn9veDOXcuBmNjI/z83IvdrmrV+7t5y7uKC95VXAyW+foWndPGxrxcfnc8KzkCcDU2ucznfpJoNBr2/K1LFGn5XK0KjkYIIYQQQghRoYkiQgghhHjybdlyAoCAAC/q1PZi2Z/70Wi09O37HHv2hBIWfpXz5+PwrOTIwUPhAPj7exAQUEU/x/Ot6vB8qzr6521eqMuPP23HxFhFXr5anyQSEOB13xeUhRBCCCGEEPdmZWWGlZVZqbc3MzPhu5lvcPzEZZo2qQ7oElBq1apcViFWKBcXXRWTa9fSKjiSR1tY2FWuX0/H3NzkvtoXCSGEEEIIIcqXJIoIIYQQolycORPFr7/tZt/+MABe7NaEdiENeP31F1AXaLCxMSc2NlmfKOLh4cCq1f8AEBLS4K5zu7jYsuT397CwMCU6OpGJk5YRG5dC757Ny/uwhBBCCCGEECVkYWFK82Y1KjqMclGYKJKamklubj6mpvduafSwrVp9iMjIa3Tu1PiOFVzK21/rjgLQLMj/kXyNhBBCCCGEeNpIoogQQgghytzp01cYOmw+Go2uzZydnSUtn6sNgKWFqX5c4UXKCxfiOHUqErVawwutA2gW5H/Pfbi72wNga+vF4t/fIy4+pUjJaSGEEEIIIYQoTzY25piaGpObm897IxdgZmbCtKmvPDLJEBHnY/nfN38BsHLVP4z5sBtdOjd+qDGEh19l3XpdokiPHk0f6r6FEEIIIYQQxZNEESGEEEKUufUbj6HRaGnUsBqv9m+Jj48r5uYmRcb5+roB6KuOGBmpGDG8Q4n3Z2pqLEkiQgghhBBCiIdOoVDg4mxDdEwSJ09dAWDFyoP06/tcme4nKekG2Tl5eFZy1C9LScnA2tocIyMVoEvA3/P3WQIDfXBztcPIWMXcuVv047VaLdO+XI2Lsy1Nm1Yv0/iKo9VqOXHiMp9O+hOtVkvbNnWpX69que9XCCGEEEIIcW+SKCKEEEKIMqVWa9i79xwA/V9pSaNGd+4/7VvNsOxxxw6B+tLNQgghhBBCCPE4cHaxJTomSf/898V/07p1AO5uuiqIyck3sLIyx8SkdJdi8/IKGPzWXOLjU6lZ05OY6EQaNPBh775zuLvZgUJBVlYOqalZAPy8YIfB9kqlgt9/e5fFi/eyYeMxlvyx1yBRJDU1k4SEVHx93VGplPp95heouXwpAStrs/tKzE9LyyIvL5/9+8NITslgz99nOX8+DoCqVV14952OpTp+IYQQQgghRNmTRBEhhBBClKnTZ66QmpqJtbU5DRrc/W4xKysz+vR+ls1bjmNiYsSrr7Z6OEEKIYQQQgghRBlxcTZMdk9Ly+KNQbOZ9d1gzoRG8fX/1uLkZMMrfVtQoNaQnZ2HUqmg+4tNsbIyAyA3N5/klAxsrM2xtDQzmG/P36HEx6cCcO5cDAB/7z0LQGxcSpF47Owsyc7OIzc3n6reLgx4tRXeVVx4/bXWbNz0L0ePXaR9x8/x9nbh+VZ1+PPP/cTGpWBsrKtMYmNjQXJyBlqtVj9nj+5NGTjgeRISUnFyssHZ2YbUtEwizieTveoQhw9f5NA/EUViMTExIiS4PiOGd9AfqxBCCCGEEKLiSaKIEEIIIcrUjh2nAWjerIa+BPLdvDOiA++MKHm7GSGEEEIIIYR4FNxeFbF9uwZcvJRAREQs77z3M8nJGQAkJKTyzfR1BtuFhV3li8/7cuNGNq+/MZvYuBQUCgU+Pq4E1PHCxcWWtm3qsXrNPwDUq+dNk2f8cHa2YceO0wQH1yM/X42RSsmWbSeJiUlixrev4empa0+j0WhQKpX6/bm72xMUVJ0DB8JJS8vi5MlITp6M1K/Pz1cDujY3haytzLiRkcPKVYdYueqQfrm5uQnZ2Xk3n503OK4aNSrhW82NatXcaN+uATY2FqV8ZYUQQgghhBDlRRJFhBBCCFFqBQVqJn+2nGP/XsTV1Y4PP+jG1q0nAGjXrn6FxiaEEEIIIYQQD4OLi43+cVCQP0OHhNCv/0x9kki/vs+h0Wi4EnUdC3NTzMyM2bzlBLv3hLJp83H27Tunrwyi1Wq5eDGeixfjAVjwy04KCtQolQomfdpbn5TSsUNDgxjatw9Eq9WiUCj0y25PEik0bGg7NGotgYE+JCXfYNmy/QB8Na0/Pj6uKJQK0lKzcHa2wcLCFFNTI44du8T0meuIjLyOra0FGRk5+iQRR0dz6tSuio2tBf1efg4XFxvMzEzK6qUVQgghhBBClBNJFBFCCCFEqW3afJztO04BkJKSyeuDZgPg5mZHo4bVKjI0IYQQQgghhHgonG9rPeNT1RUnJxs+/qgHs2dvolev5vTo3rTINp6ejsz7YStffb2GvLwCjIxUzJ83BBcXG06eukJ4+FWOHbtE6NloVCol773byaBySXFuTxK5k6pVXfn2m4GALinFt5obSqWSZ5+tqR/j7mZvsE3jxr78tuhdUlIycHS0pqBAzdXYZCwtTTiwfw8dOnTA2Nj4nvsWQgghhBBCPDokUUQIIYQQd5WfX0B2dj5WVqYGd6Tl5xfwy8KdAHTp3Jjo6ESOn7gMQKeODYu9e00IIYQQQgghnjTW1mb6x15eTgA816IWz7Wodcdt+r7cgs1bjhMZeR2At95sS40alQB4vlUdnm9Vh4ICNZu3nKBaNVdq1vAs87gVCkWRyiR3olIpcXLSVU4xNjbCu4oL+fn5ZR6TEEIIIYQQ4uGQRBEhhBBC3FF6ehYv95tOSkomvtXcGDG8Azt2niYkpD4HDoQRH5+Kk6M1I9/rhLGxiuMnLnP58jW6dG5c0aELIYQQQgghxEMRUKcK7UIa4O3tgpGR6r62MTJSMWpkF0aO+oXGjXx5uc+zxY7p1PH+EjmEEEIIIYQQoiQkUUQIIYQQd3T8+GVSUjIBuHAxnlEfLESt1vDXeIwQ5AAAM3FJREFUuiP6MSNHdsbUVFdmuGFgNRoGSssZIYQQQgghxNNDpVIy4ZOeJd6uUcNqrF0zFhtrc6nIKIQQQgghhHioJFFECCGEEHd0LuyqwXO1WgOAUqlAo9HSo3tTnm9VpyJCE0IIIYQQQojHnoO9VUWHIIQQQgghhHgKSaKIEEIIIe4oLFyXKPJq/5b89vvfaLVa3nozmP6vPMeNGznY2JhXcIRCCCGEEEIIIYQQQgghhBCiJCRRRAghhBDF0mq1hIXFANCqZR1AQejZKLq/2ASlUomtrUXFBiiEEEIIIYQQQgghhBBCCCFKTBJFhBBCCFGs2NgU0tOzMTZW4ePjSo0alSo6JCGEEEIIIYQQQgghhBBCCPGAlBUdgBBCCCEeHWq1BoArUdd5f/RCAHx93TExkdxSIYQQQgghhBBCCCGEEEKIJ4F86yOEEEI8hZKTb/DXuqN06dwIBwdrYmKS+HTSMiIiYvFwtyc6JgkABwcr3hneoYKjFUIIIYQQQgghhBBCCCGEEGVFEkWEEEKIp9C0r9awb985fvt9D40b+XLwUDj5+WoAfZKIo6M1i34ZjoODdUWGKoQQQgghhBBCCCGEEEIIIcqQJIoIIYQQT4kzZ6JISrrBjYwc9u07B0B2dh5/7z0LQGCDqrz3bic2bT7OoX8iGP1BV0kSEUIIIYQQQgghhBBCCCGEeMJIoogQQgjxhNJqtazfcIy1aw+TnZPH5cvXDNY7OFihVmsICKjCoDdeoLqfBwAjhrszQtrNCCGEEEIIIYQQQgghhBBCPJEkUUQIIYR4Qq1de5iv/rdW/1ylUuLp6UhaWiY+VV35ZHxPXFxsUSgUFRilEEIIIYQQQgghhBBCCCGEeJgkUUQIIcRjp6BAjZGRqqLDeORt3HwcgO4vNuGZZ/zwqeqKp6djBUclhBBCCCGEEEIIIYQQQgghKpKyogMQQgghSmLPnlDatf+MTz79g+zsvIoO55F1/XoaZ85EATBgwPM816KWJIkIIYQQQgghhBBCCCGEEEIIqSgihBDi4SgoUJOXV4CFhal+WXZ2HrGxyTg722BtbU52dh7JKRls2vQv7dsH4lnJkZSUDGJjU4iPT+HkqUjWbzhGTk4+O3acJiY6ieDg+mg1Wnr1aoaRkQqtVkt8QipOjtYYGxf/NpeQkMrkz5bj6GjNxE97oVQ+WXmTGo2G5SsOAhAQ4IWzk00FRySEEEIIIYQQQgghhBBCCCEeFZIoIoQQotyp1RpGvb+Q0LPR/PzT23hXcSE6OpHXB80mMzMXU1NjnJ1tiIlJQqVSolZr2L07lA4dAvnp5x3k5uYbzFe7dmWuXk0mPCKW8IhYAH7+ZQeVPBzIyc0nJiaJxo18+fabgahUSrKz8wgLv8qlSwksXvI3aWlZ+mokzz1XizYv1H3or8mDiI9P5WpsEvXrVUWlUpKTk4eZmQkAmZk5fPzJHxw+fB6AkOD6FRipEEIIIYQQQgghhBBCCCGEeNRIoogQQohy98fSfRw9dhGAP/88wJC3gvl+9iYyM3MByL2Z3AG6pBKAy5HXmD1nMwAODlbY2JjTpEl1qnq7ENy2HsnJGUyc/Cd5eQVcupRAdnYeFy7G6/d55OgFWrQcj5OjNSojFQkJqcXGNv/HbbRqWRsjI1V5HX6ZOXMmii1bT/DXuiPk56txdLRGqVRw/Xo6AQFe1A2owvbtp0i4loaZmTGD3mhDt67PVHTYQgghhBBCCCGEEEIIIYQQ4hEiiSJCCCHKlFarJSsrF41Gy6rV/3DhQhw7dp7Wr1+z9jBr1h4GQKlUsOiXEVy5cp2Ea2m0alWbrKxcLl6IZ+LkP7G2NmfE8A507BCIQqEw2I+HhwPz5w0B4PjxSxz65zy1a1fG2EhFVHQiM7/bAEBi0g0ArK3NsbYyo/uLTWkQWBUPdwd69fmGmJgkzp2LISCgSqmONytLVxElOSWDzZuPU6eOFw3qVy3VXHeSm5vPLwt38utve/TLTEyMSLp5bACnT0dx+nQUAM7ONnw5tT81alQq0ziEEEIIIYQQQgghhBBCCCHE469CE0X+/vtvvv76a44dO0ZcXByrV6+mW7du+vVarZZPP/2UH3/8kdTUVJo3b87cuXPx8/PTj0lOTmbEiBGsW7cOpVJJjx49mDlzJlZWVvoxp06dYtiw/7d33+FRVfkfxz+T3htpBAgEqdJCkWYBpISqgIsKVhBRBJeoPwsriqi7rGUXQVTERXBXEBfsLooooaihhxLAUCMthZZCEtLm/P5gGc2Gmkwm7f16nnke5t4z5557w4fDZb6cO0EbN25USEiIHn30UT311FMlxrJkyRI999xzSk5OVtOmTfXKK69o4MCBFX4NAKCm+eTTdfr7jK9sj5A57447rte6dXv066/HbduGD+uia64J1zXXhJfo45rG4WrcOEyhof7y8/O67DHbt2+s9u0b29537dpM4WEBcnFxVvrxTKWknNa99/SUj49Hic917NhYq1bt1JaEg1dVKGKM0dZtyZr91jfavfuIJMliscgYI0m69Zbr9PRTwyRJVqtVB5PTFR4eqOPHM3XiRLb8/bx0+PAJHUxOV7NmEerWtVmJFU327UtRTk6+2rVrpI0b9+nlvyzV8eNZkqTevdto0MCOate2kfbsOSZnZyf5+Xnpy682Kj+/UNde20A392otd3fXKz4fAAAAAAAAAAAA1B6VWiiSk5Ojdu3aacyYMRo+fHip/a+++qpmzZqlDz74QFFRUXruuecUExOjXbt2ycPj3Jd9d911l1JSUrRixQoVFhZq9OjRGjdunBYtWiRJysrKUr9+/dSnTx/NmTNHO3bs0JgxYxQQEKBx48ZJkn7++WeNHDlS06dP1+DBg7Vo0SINHTpUW7ZsUevWrR13QQCgBli2bIukc4+QiWwQrD592qpD+8bq0KGx+vZpp6+/3qShQzurbnhgqcKN32vSpG6Zx2CxWNSjR6vLtuvY/lyhyMZN+9SrZ2tFRgZf9jNZWXl64skF2rnzcIntxhg1bhym5OR0ffHlRvn6eurGG1oqbtVOLf74x0v22ahRiDp1aqKgQB/9HJ+kxMRzK4O0aFFPe/emqLjYqrBQf02cMEC9e7e1fa5du0a2X0+cMOCyYwcAAAAAAAAAAAAqtVBkwIABGjDgwl9sGWP0xhtvaMqUKbr11lslSf/85z8VFhamzz//XHfeead2796tb7/9Vhs3blSnTp0kSW+++aYGDhyo119/XREREVq4cKEKCgr0/vvvy83NTa1atdLWrVv197//3VYoMnPmTPXv319PPvmkJOmll17SihUrNHv2bM2ZM8cBVwI1zdmzBVq9Zpdycs4qMjJER46c1ID+7fkf/qjxMjJylLTnmCTpjRmj1T46Sq6uv00117asr2tb1q+s4ZVyfhWSLVsO6M5Rf9ddo25Su7YNtfbH3WrcOEwx/aK1/Lut2rBxn44eOakTJ7KUm1cgSXJ3d1X/mGiNvv9mubm5qKioWHXq+OqdOcv14cI1ttfveXq6KSzMX+npWXJzc1Hn65po3fo9Sk4+ruTk31ZacXZ2kiT98stRSVJMTLSeeWoYf4YAAAAAAAAAAACg3Cq1UORSDh48qNTUVPXp08e2zd/fX126dFF8fLzuvPNOxcfHKyAgwFYkIkl9+vSRk5OT1q9fr2HDhik+Pl433XST3NzcbG1iYmL0yiuv6PTp0woMDFR8fLwef/zxEsePiYnR559/XuHniZrjyJGT+ue/Vqltm4Z6f8FKpaZmlNi/bXuypj53u4wxmjnrPyosLNITj98iJyenShkvKkZ+fqH+9OxCRUQE6YnHb6ns4Tjcps37ZYzRNdeEq/N1TS//gUoWFRUqNzcXFRQUSZIWLlqjhYt+2//m7GWyWk2pz3l4uOrddx5W06alVz0Zff/N2rR5v63IQ5JuvLGlJj89XL6+nnJ2dpLVapXFYpHFYlFWVp5Wxu1QSspppR/PVMPIEA0Z3ElZWbnavuOQmjatq5Yt6slisdj/AgAAAAAAAAAAAKDWqbKFIqmpqZKksLCwEtvDwsJs+1JTUxUaGlpiv4uLi4KCgkq0iYqKKtXH+X2BgYFKTU295HEuJD8/X/n5+bb3WVlZkqTCwkIVFhZe8Xni4s5fx6p8PXNz87V1W7ISEw/p66+3KDMrV1//Z7MkKSTYTyGhftq164gkafnyrVq+fGuJzzdtWleDBnaQ1WpVUtIxvfLqF2rVqoEeix0kFxdnR59OjWO1WvXY4x9oz94U9endRg+N61vqUSe5efnKyytQnSBfSecel5KSclq5eQWqXz9IXp7uV3y8oqJiLV++VfHr9kiS+vRuI1c3Z+3fl6bOnZvI399LiTsPKz0tU2fO5Olg8nHl5uVr0qMD5evrab8T/y9HZ6ioqFjffHvusTMdO0RV6ez+3iMP91Pcqp2KigrV519sVHCwrzq0b6yVcYkqKipWkybh6h8TrWsah8nHx0MbNu5TdLtGatQo+ILn6OJi0bvvnFuxasnSeG3YsE+PTugvb283Wa3FslqLS7T39HTRoIHtS/Xj5+eh+vWDJElFRUUVcOa4WtVhXgKqKvID2A95AsqHDAH2Q56A8iFDgP2QJ8fhGgM1R5UtFKnqpk+frmnTppXa/t1338nLy6sSRlRzrVixotKOnZFxVrl5RYqo61NiuzFGa386ok2bUlVYaLVt9/ZyVU5uoby8XHTb8Mby93fXkEH1tPbHI/o5/uj/dq9XX/tC8+d/p+Mn8mzbDiana8/eA7plcBPb4ydQNgcOZmjrtmRJ0pdfbdJPP+/UyDtaytv73OM7ioqs+uBficrIOKs772ip3JxCLfv2oM6ePfelvKeniwbERKlp06CLHiP7TIGOHs3WqVNn9XP8URUX/7b6xOP/N195eef6cnKyyMXZooLf/X4579SpdLVtHaJiq1V1gjxltRodPpyl3LwihYd5KyTES05O51aTsFqN4lYd0v4DGQoK8lC/Po3k53fpYpZLZcgYU+aVKoqKrEpKOqWUtBw5O1mU/Gum0tNzJUlurplatmxZmfp1NHd3qX9MuCRpwvj28vZ2lcViUcOGrVVUaFVoqJek00pNPS1JCgqUDh1K1KFDiZft29tL6tWzjjZv/rkiTwEOVpnzElDdkR/AfsgTUD5kCLAf8gSUDxkC7Ic8Vbzc3NzKHgIAO6myhSLh4ee+tEtLS1Pdur8t7Z+Wlqbo6Ghbm/T09BKfKyoq0qlTp2yfDw8PV1paWok2599frs35/RcyefLkEo+rycrKUoMGDdSvXz/5+fldzaniIgoLC7VixQr17dtXrq6uDjtuXl6BZs5apqysXG3YuE+FhcVq1PDcl/h16waqcVSoTp/OUXz8MUlSRESgots1Utu2DXVzr9batfuI6tero5CQ334fDBhglLTnmE6ePKNZby5TVFSojh07rV9/PV6iSKRN60j9knRUe/ac1oaNZzTthdt5NE05PPXMh5Kkxo3DlJ2Vp+MnsnTipKdGjOgnSZr3/g868d/r/+HCXXJysshqNXJ3d5Wrq7POnDmrz77Yp9mzxigyMli5uQUKC/O3FVacOnVG4x95T6lpGRc8fl5ekZydnFSvfpAOHTqhAquRr6+nmjWtKx9fDx05fFL7D6Rp8+ZUbd58bgUjV1dnFRdbSzzuxMPDVTfe2FLubq7avv1XHTp8QpJ0+vRZfV1wWLf/oZu6dmum0BB/SedW9igsPLdyxdKl/9Httw+Wp+dvK6n8e8nPWr9hn0JD/BQXt1NduzZV69aR8vPzlMViUUF+oQICvOXq6qKGDYMVGvrbORcUFKmouFibNh3QrFnLdPxEVolz9vZ21zNPDdVNN11brp8dUBVV1rwE1ATkB7Af8gSUDxkC7Ic8AeVDhgD7IU+Oc/4JCwCqvypbKBIVFaXw8HD98MMPtsKQrKwsrV+/XuPHj5ckdevWTRkZGdq8ebM6duwoSVq5cqWsVqu6dOlia/Pss8+qsLDQNjmsWLFCzZs3V2BgoK3NDz/8oNjYWNvxV6xYoW7dul10fO7u7nJ3L/2/+F1dXZmE7Ky819QYo4yMHLm7u8rL6/KPEXnr7eX65tsE23uLxaLkX49Lkg4fPqkNG/bZ9o0ZfbMeGNO7xIoMna9rdsF+27RuJEnqcVMrSVJ2dp527DikoqJiNW9eT84uTgoJ9lN8fJImP7tQa9bu1sqVOzVgQIeLjvXgwTQt+CBO6emZ6tO7rYYP71rm1SGqu8zMXB06fELNmtaV1Wq0+OMftX79XlksFv11+t3auzdFz05ZpLi4RE2cMEAHk9O1cNGPkiRfHw9lnzkrq9WoX992mvLsH2S1Gr308hL9sHKHJjw6z3ac0ff30oNj+yo/v1BTnltsKxJxc3PRsGFdtG1rsvr2bSdfHw8dOXpKt95yncLDA5SWlqm8vHzVr19Hrq6//dE76bH3tXHjPrm5ucjHx0OnTp2RJEU2CFZwiJ+Sko4qJydfK1ZsL3G+d426Ud//sEOHD5/U32Z8LcsbFnXs0Fh5eQVK2nNMRUXFcnN1UUFhkT75bL+aNqmrrOw8paVlKDOzZMVv3Kqdilu186LX1tfX01Y4U1BQ8hEoYaH+6tmrtYoKi1Wnjq+G3tpZAQHeV/8DBKoR5nqg7MgPYD/kCSgfMgTYD3kCyocMAfZDnioe1xeoOSq1UOTMmTPat++3L90PHjyorVu3KigoSJGRkYqNjdXLL7+spk2bKioqSs8995wiIiI0dOhQSVLLli3Vv39/Pfjgg5ozZ44KCws1ceJE3XnnnYqIiJAkjRo1StOmTdMDDzygp59+WomJiZo5c6ZmzJhhO+6kSZPUo0cP/e1vf9OgQYO0ePFibdq0SXPnznXo9YB95OSc1dvvLFdhYZEaNgzRdyu2ae/eFLm4OOvhh/qpf//22rPnmPz8vNSsaV25uDjbPrtu3R4tWRovSbrpxms1eFBHNWlSV78kHZGPt4eOHDmpX5KOac3anWraNEL339frqgszzrf38/PS9de3KLW/W7fmemBMb70zZ7le+vNSpaZlqFev1mrUMFT5+YV67W9f6MSJbDWMDNbX/9msvLwCSdK27b/q18Mn9HjskLJeumrnm28T5Oxk0e5fjuqzz9eroKBIzs5OslqNjDm3Isf99/U8t8JLsJ+8vd2Vlp6pDRv36f35K1VcbNUNN7RU7B8Had36PWrUMFTt20fZfkZP/t9Qbdv+q078btWM+QviNH9BnO29n5+n5s4Zr8jI4EuONTw84ILbX5p2p+JW7dQN17dQUJCPjh47JXc3F4X8d3UQq9WqxMTDiludKG8vdxUXW9WsWYR69WytP9zWTUs/WafExF+1bfuv2rR5f4m+CwqL5ORkUWZmbql9ERFBatw4TL16ttaOHb8q+0yeTp86I2POrWCSkZmrs3kFOnT4hLKz8/S/nJ2ddOcd12vsA33k7s5fDAEAAAAAAAAAAIDqwmLOf5taCVatWqVevXqV2n7fffdpwYIFMsZo6tSpmjt3rjIyMnTDDTfo7bffVrNmv63YcOrUKU2cOFFfffWVnJycdNttt2nWrFny8fGxtdm+fbsmTJigjRs3Kjg4WI8++qiefvrpEsdcsmSJpkyZouTkZDVt2lSvvvqqBg4ceMXnkpWVJX9/f2VmZvLoGTspLCzUsmXLNHDgwKuqUHzvHytKfJF/KVFRoXrxhTvl5+epg8npembyhzp7tlBDBnfS5GeGl3Xo5ZafX6i77n5Dx1JO27bVqxekrKy8Ul/aN21SVz17ttJ7//heLi7O+vrLyfLz83L0kB1uR+IhPfTwnBLbvL3dlZOTL0mKqBuou+66ScOGdrHtf/kvS7Vs2Rbbey9PNy38MFZhYQEXPc7Ro6f0yy9HdN11TTT7rW/09X822/a5uDhr5ozRat++sZ3OquyOHj2lVasT5eXlrq5dmsnT002nTmVp69Z1atiojdLTsuTt46Hc3Hz5+nhesEjpQgoKinTo0HEZI/n4esjH28NWXOXp6VaRpwRUOWWdlwCQH8CeyBNQPmQIsB/yBJQPGQLshzw5Dt+HAjVHpa4o0rNnT12qTsVisejFF1/Uiy++eNE2QUFBWrRo0SWP07ZtW61du/aSbUaMGKERI0ZcesCoMoqKim1fVhcXW23bjxw9aVsRpEXzegoM8lFwsK8eerCvVsYlasEHcTp16ozq1g1UVlauDh5M1z33zSrRd9cuzfR/T9ziuJO5AHd3V834+2h9/8N27dx1WOvX79XRo6cknVvJoffNbeTq6iJjjMY/HKM6dXy1avVO7d2bou9/2K7hw7pW6vgd4ccfd9t+HRLip2eeGqauXZspNS1D7m4uCgz0KbXay4MP9NHevSnauzdFwXV89fzzt1+ySEQ6V6BTr16QJOnxx4YoMjJE9esHydXVRcHBfmreLMLu51YW9eoF6a5RN5XY5u3tph07nNS2TUO5dijbX47d3FzUpEldewwRAAAAAAAAAAAAQBVQqYUiQFmsjNuhF6b9W2Fh/ho8qJNWfL9N6emZ8vf3shVThIb6a+67D5d4rMwfbuumP9zWTbm5+fL0dFNaWqYm/+lD7dmbIicni4qLrRoyuJMef2yIXF0rPxoNGgRr9P03S5LOnDmrxMRDSk09rejoKDVqFFqq/YD+7bV3b4o++WSdottFydfPUz7eHjV21Yeffv5FkvT8cyPUp3db28+6bnjgRT8TFhag+fMmaOeuI4pqFCofH4+rOqaHh5vuvuumyzcEAAAAAAAAAAAAgCqq8r8NB67C/gOpevnPS1VUVKyjR0/p3bnf2fadOXNWTk4WWa1G993bs0SRyO95eblLksLDAzT//YkqKipWfkGRcnPzFRJcNZfJ8vHxUNeuzS7Zpl/fdpr3/g86mJyuu++dKencahCz3nhAbds2dMQwK1xRUbHWr9+rTz9bpwMH0uTs7KTu3Zpf9Gd9IU5OTmrTOrICRwkAAAAAAAAAAAAAVReFIqgWCgqKdPjwCT359D919myhWrVqoP4x7TXn3eUKCvTR2LF9lJ9fpF49W8nFxVnu7lf+mA0XF2e5uDjL+78FJNVVUJCv5rzzkGbM+EqJOw+rsLBYBQVF2pJwoFoXihw/nqkvvtyopKRjSko6qhMns237oqMbyc/PqxJHBwAAAAAAAAAAAADVC4UiqJKMMfpo8Y9ydirQSy8v1eo1u1RYWCzp3ONDXnvlXgUEeGvwoI5ydna6qhUlarJrGodr9psPSpLmvrdCCz6I04kTWQ4dw8GDafr+h+0KCvLVypU75OzspNtu66YeN1170c8YY7Rh4z4dOJCmtm0aqlWrBpKknTsPa9Jj7ys3N9/WNiDAS/36RisyMlg33tCyws8HAAAAAAAAAAAAAGoSCkVQJX362XrNeXdFiW2urs6qGx6oqVNvV0CAtyRd1cohtU2dOr6SpJO/W4GjouXnF+rJp/+lY8dOldiesPWg/vHeI3J2sig1NUOdOl0jDw83ZWTk6I+T5ikl9bRycn4rBhkz+mZFR0fp2SmLlJubr+bNIjR4cCfViwhSx46N5erKH10AAAAAAAAAAAAAUBZ824oqqXXrSDVoUEeHD5+Uk5NF0/9yt264voUsFktlD63aCA72kySdOHH1hSIpqae1du1uhYX6K7+gSJ06NlZQkG+pdsm/puvjj3+Sk5NF23cc0v79qbZ9UY1CdfPNbbRr9xHFxydp9JjZtn0eHq4KDPRRSspp2zY3Nxe1a9dIGzfu0/vzV9q2t2kTqRl/Gy2vav5oIAAAAAAAAAAAAACoCigUQZXUvFmE5r77kP7yl3+qf8yNPGKkDEKCzxV2XO2jZ1JTM/TII3OVlp5p2xYQ4K0/vzRS7ds3Vk7OWe3YcUibtxzQx//+SUVFxaX6+PPLo9SrZ2tJ0qnTZzTmgbeUnp4pFxdnBQZ66/jxrBJFIn96Zrhuuula+fl5adFHazX3vRUqLCzWgP7t9X9P3CIPD7eyXAIAAAAAAAAAAAAAwP+gUARVlpenu7p3q6cbbmhR2UOplmyPnjl1RlarVU5OTqXaFBdbtX7DXuXm5svJyaLodo303PMf2YpEmjeLUHZ2no6lnNYfY99X7KTB+v6H7dq2LdnWR/fuzdWoYajCwwPUOCpMRkYdO1xj2x8U6KN/L35CGRk58vbxkIe7qw4dOq6du47og3/GqX9Mew0e3MnWftTIGzXiD91kzLlVRgAAAAAAAAAAAAAA9sO3sEANdb5QpKioWJmZuQoM9CnV5quvN+nV1z4vtd3T000f/muS6oYH6uzZAv31lc/03Ypt+tvfv7S1aR8dpZF33qAbrmC1Fzc3F4WG+tveR0WFKSoqTIMHdbxge1dX/mgCAAAAAAAAAAAAgIrAt7FADXX+MS+nT+foxInsCxaK/LByuyQpqlGo8s4WKDU1Q5J02/CuqhseKEny8HDT1OdvV1hYgP714WpJ0kPj+um+e3s65DwAAAAAAAAAAAAAAPZDoQhQgwXX8dPp0zm6b/Sbip00WP1j2kuS/Pw8lZWVp61bkyVJr7xyj7w83fTQ+HeVl1egUSNvLNGPxWLRww/1k5ubi44dO6U777je0acCAAAAAAAAAAAAALADCkWAGiw42Fd796VIkt6Y+bXemPm1AgK89OjEQZr3/g8qLrYqKipU9evVkSR9+M9JslqNPD3dSvVlsVj0wJjeDh0/AAAAAAAAAAAAAMC+KBQBarAzOWdLbcvIyNVLLy+xve/Vs7Xt1+7urg4ZFwAAAAAAAAAAAACgclAoAtRgXbs0044dh1S3bqCGDe0ii0VauGitMjJy1Kd3W7VpE6lBAztW9jABAAAAAAAAAAAAAA5CoQhQg90+orsCArzVp3db+fp6SpJi+kXr5MlsNW9er5JHBwAAAAAAAAAAAABwNApFgBrM29tDw4Z2KbEtONhPwcF+lTQiAAAAAAAAAAAAAEBlcqrsAQAAAAAAAAAAAAAAAMAxKBQBAAAAAAAAAAAAAACoJSgUAQAAAAAAAAAAAAAAqCUoFAEAAAAAAAAAAAAAAKglKBQBAAAAAAAAAAAAAACoJSgUAQAAAAAAAAAAAAAAqCUoFAEAAAAAAAAAAAAAAKglKBQBAAAAAAAAAAAAAACoJSgUAQAAAAAAAAAAAAAAqCVcKnsANYUxRpKUlZVVySOpOQoLC5Wbm6usrCy5urpW9nCAaocMAfZFpoCyIz+A/ZAnoHzIEGA/5AkoHzIE2A95cpzz34Oe/14UQPVFoYidZGdnS5IaNGhQySMBAAAAAAAAAAAAgIqRnZ0tf3//yh4GgHKwGEq+7MJqterYsWPy9fWVxWKp7OHUCFlZWWrQoIEOHz4sPz+/yh4OUO2QIcC+yBRQduQHsB/yBJQPGQLshzwB5UOGAPshT45jjFF2drYiIiLk5ORU2cMBUA6sKGInTk5Oql+/fmUPo0by8/NjYgfKgQwB9kWmgLIjP4D9kCegfMgQYD/kCSgfMgTYD3lyDFYSAWoGSr0AAAAAAAAAAAAAAABqCQpFAAAAAAAAAAAAAAAAagkKRVBlubu7a+rUqXJ3d6/soQDVEhkC7ItMAWVHfgD7IU9A+ZAhwH7IE1A+ZAiwH/IEAFfPYowxlT0IAAAAAAAAAAAAAAAAVDxWFAEAAAAAAAAAAAAAAKglKBQBAAAAAAAAAAAAAACoJSgUAQAAAAAAAAAAAAAAqCUoFAEAAAAAAAAAAAAAAKglKBTBVZk+fbquu+46+fr6KjQ0VEOHDlVSUlKJNmfPntWECRNUp04d+fj46LbbblNaWppt/7Zt2zRy5Eg1aNBAnp6eatmypWbOnFnqWKtWrVKHDh3k7u6uJk2aaMGCBZcdnzFGzz//vOrWrStPT0/16dNHe/fuLdHmz3/+s7p37y4vLy8FBASU6ToA5VHdc7Rq1SpZLJYLvjZu3Fj2CwOUgaPylJKSolGjRqlZs2ZycnJSbGzsFY/xrbfeUqNGjeTh4aEuXbpow4YNJfbPnTtXPXv2lJ+fnywWizIyMq76OgBlUd3zk5ycfNH5aMmSJWW7KEA5OCpTn376qfr27auQkBD5+fmpW7duWr58+WXHx70SqrLqnh/ukVCVOCpPP/74o66//nrVqVNHnp6eatGihWbMmHHZ8TEfoaqr7hliTkJV4sh/Bz/vp59+kouLi6Kjoy87PuYkALUdhSK4KqtXr9aECRO0bt06rVixQoWFherXr59ycnJsbR577DF99dVXWrJkiVavXq1jx45p+PDhtv2bN29WaGioPvzwQ+3cuVPPPvusJk+erNmzZ9vaHDx4UIMGDVKvXr20detWxcbGauzYsZf9B5xXX31Vs2bN0pw5c7R+/Xp5e3srJiZGZ8+etbUpKCjQiBEjNH78eDteGeDKVfccde/eXSkpKSVeY8eOVVRUlDp16mTnqwVcmqPylJ+fr5CQEE2ZMkXt2rW74vF9/PHHevzxxzV16lRt2bJF7dq1U0xMjNLT021tcnNz1b9/f/3pT38q59UArk51z0+DBg1KzUfTpk2Tj4+PBgwYYIcrBFwdR2VqzZo16tu3r5YtW6bNmzerV69eGjJkiBISEi45Pu6VUJVV9/xwj4SqxFF58vb21sSJE7VmzRrt3r1bU6ZM0ZQpUzR37txLjo/5CFVddc8QcxKqEkfl6byMjAzde++96t279xWNjzkJQK1ngHJIT083kszq1auNMcZkZGQYV1dXs2TJElub3bt3G0kmPj7+ov088sgjplevXrb3Tz31lGnVqlWJNnfccYeJiYm5aB9Wq9WEh4eb1157zbYtIyPDuLu7m48++qhU+/nz5xt/f//LniNQ0apzjowxpqCgwISEhJgXX3zx0icKOEBF5en3evToYSZNmnRF4+ncubOZMGGC7X1xcbGJiIgw06dPL9U2Li7OSDKnT5++or4Be6vO+TkvOjrajBkz5or6ByqaIzJ13rXXXmumTZt20f3cK6G6qc75MYZ7JFQtjszTsGHDzN13333R/cxHqI6qc4aMYU5C1VLRebrjjjvMlClTzNSpU027du0uORbmJAAwhhVFUC6ZmZmSpKCgIEnnqjsLCwvVp08fW5sWLVooMjJS8fHxl+znfB+SFB8fX6IPSYqJiblkHwcPHlRqamqJz/n7+6tLly6X/BxQ2ap7jr788kudPHlSo0ePvsRZAo5RUXkqi4KCAm3evLnEsZ2cnNSnTx/mJVRJ1T0/mzdv1tatW/XAAw+U69iAvTgqU1arVdnZ2Zdsw70Sqpvqnh/ukVCVOCpPCQkJ+vnnn9WjR4+LtmE+QnVU3TPEnISqpCLzNH/+fB04cEBTp069orEwJwGA5FLZA0D1ZbVaFRsbq+uvv16tW7eWJKWmpsrNza3Us9rCwsKUmpp6wX5+/vlnffzxx/rPf/5j25aamqqwsLBSfWRlZSkvL0+enp6l+jnf/4U+d7FjA5WtJuRo3rx5iomJUf369S99skAFq8g8lcWJEydUXFx8wTz98ssv5eobsLeakJ958+apZcuW6t69e7mODdiDIzP1+uuv68yZM7r99tsv2oZ7JVQnNSE/3COhqnBEnurXr6/jx4+rqKhIL7zwgsaOHXvR8TAfobqpCRliTkJVUZF52rt3r5555hmtXbtWLi5X9rUncxIASKwogjKbMGGCEhMTtXjx4jL3kZiYqFtvvVVTp05Vv379rvhzCxculI+Pj+21du3aMo8BqEzVPUdHjhzR8uXL+d/bqBIqM09r164tkaeFCxeWeQxAZaju+cnLy9OiRYuYj1BlOCpTixYt0rRp0/Tvf/9boaGhkrhXQvVX3fPDPRKqEkfkae3atdq0aZPmzJmjN954Qx999JEk5iPUDNU9Q8xJqEoqKk/FxcUaNWqUpk2bpmbNml3wc8xJAHBhrCiCMpk4caK+/vprrVmzpkQ1cnh4uAoKCpSRkVGiCjQtLU3h4eEl+ti1a5d69+6tcePGacqUKSX2hYeHKy0trcS2tLQ0+fn5ydPTU7fccou6dOli21evXj2lpKTY2tWtW7fE56Kjo8t7yoDd1YQczZ8/X3Xq1NEtt9xy1ecP2FNF5+lyOnXqpK1bt9reh4WFyd3dXc7OzhfM4f8eG6hMNSE/S5cuVW5uru69996rOjZQERyVqcWLF2vs2LFasmRJieWSuVdCdVYT8sM9EqoKR+UpKipKktSmTRulpaXphRde0MiRI5mPUO3VhAwxJ6GqqMg8ZWdna9OmTUpISNDEiRMlnVu9xBgjFxcXfffdd8xJAHAxBrgKVqvVTJgwwURERJg9e/aU2p+RkWFcXV3N0qVLbdt++eUXI8nEx8fbtiUmJprQ0FDz5JNPXvA4Tz31lGndunWJbSNHjjQxMTGXHFt4eLh5/fXXbdsyMzONu7u7+eijj0q1nz9/vvH3979of0BFqSk5slqtJioqyjzxxBOXPmGgAjkqT7/Xo0cPM2nSpCsaX+fOnc3EiRNt74uLi029evXM9OnTS7WNi4szkszp06evqG+gvGpSfnr06GFuu+22K+oXqCiOzNSiRYuMh4eH+fzzz694bNwroSqrKfnhHglVQWX8He+8adOmmYYNG15ybMxHqOpqSoaYk1AVOCJPxcXFZseOHSVe48ePN82bNzc7duwwZ86cuejYmJMA1HYUiuCqjB8/3vj7+5tVq1aZlJQU2ys3N9fW5uGHHzaRkZFm5cqVZtOmTaZbt26mW7dutv07duwwISEh5u677y7RR3p6uq3NgQMHjJeXl3nyySfN7t27zVtvvWWcnZ3Nt99+e8nx/fWvfzUBAQHmiy++MNu3bze33nqriYqKMnl5ebY2v/76q0lISDDTpk0zPj4+JiEhwSQkJJjs7Gw7Xing4mpCjowx5vvvvzeSzO7du+10ZYCr56g8GWNs80XHjh3NqFGjTEJCgtm5c+clx7d48WLj7u5uFixYYHbt2mXGjRtnAgICTGpqqq1NSkqKSUhIMO+9956RZNasWWMSEhLMyZMn7XSVgAurCfkxxpi9e/cai8VivvnmGztcFaDsHJWphQsXGhcXF/PWW2+VaJORkXHJ8XGvhKqsJuTHGO6RUDU4Kk+zZ882X375pdmzZ4/Zs2eP+cc//mF8fX3Ns88+e8nxMR+hqqsJGTKGOQlVgyP/3eH3pk6datq1a3fZ8TEnAajtKBTBVZF0wdf8+fNtbfLy8swjjzxiAgMDjZeXlxk2bJhJSUmx7Z86deoF+/jfaum4uDgTHR1t3NzcTOPGjUsc42KsVqt57rnnTFhYmHF3dze9e/c2SUlJJdrcd999Fzx+XFxcOa4McOVqQo6MObc6Sffu3ct6GQC7cGSerqTNhbz55psmMjLSuLm5mc6dO5t169aV2H+x419JXoHyqAn5McaYyZMnmwYNGpji4uKyXgrALhyVqR49elywzX333XfJ8XGvhKqsJuTHGO6RUDU4Kk+zZs0yrVq1Ml5eXsbPz8+0b9/evP3225f9OxnzEaq6mpAhY5iTUDU48t8dfu9KC0WYkwDUdhZjjBEAAAAAAAAAAAAAAABqPKfKHgAAAAAAAAAAAAAAAAAcg0IRAAAAAAAAAAAAAACAWoJCEQAAAAAAAAAAAAAAgFqCQhEAAAAAAAAAAAAAAIBagkIRAAAAAAAAAAAAAACAWoJCEQAAAAAAAAAAAAAAgFqCQhEAAAAAAAAAAAAAAIBagkIRAAAAAAAqyP3336+hQ4c6/LgLFiyQxWKRxWJRbGzsJds2atRIb7zxxhX127NnT1u/W7duLfc4AQAAAAAA4HgulT0AAAAAAACqI4vFcsn9U6dO1cyZM2WMcdCISvLz81NSUpK8vb3t1uenn36q/fv3q3PnznbrEwAAAAAAAI5FoQgAAAAAAGWQkpJi+/XHH3+s559/XklJSbZtPj4+8vHxqYyhSTpXyBIeHm7XPoOCgpSVlWXXPgEAAAAAAOBYPHoGAAAAAIAyCA8Pt738/f1thRnnXz4+PqUePdOzZ089+uijio2NVWBgoMLCwvTee+8pJydHo0ePlq+vr5o0aaJvvvmmxLESExM1YMAA+fj4KCwsTPfcc49OnDhx1WNOT0/XkCFD5OnpqaioKC1cuLDEfmOMXnjhBUVGRsrd3V0RERH64x//WKbrAwAAAAAAgKqJQhEAAAAAABzogw8+UHBwsDZs2KBHH31U48eP14gRI9S9e3dt2bJF/fr10z333KPc3FxJUkZGhm6++Wa1b99emzZt0rfffqu0tDTdfvvtV33s+++/X4cPH1ZcXJyWLl2qt99+W+np6bb9n3zyiWbMmKF3331Xe/fu1eeff642bdrY7dwBAAAAAABQ+Xj0DAAAAAAADtSuXTtNmTJFkjR58mT99a9/VXBwsB588EFJ0vPPP6933nlH27dvV9euXTV79my1b99ef/nLX2x9vP/++2rQoIH27NmjZs2aXdFx9+zZo2+++UYbNmzQddddJ0maN2+eWrZsaWtz6NAhhYeHq0+fPnJ1dVVkZKQ6d+5sr1MHAAAAAABAFcCKIgAAAAAAOFDbtm1tv3Z2dladOnVKrNoRFhYmSbaVPrZt26a4uDj5+PjYXi1atJAk7d+//4qPu3v3brm4uKhjx462bS1atFBAQIDt/YgRI5SXl6fGjRvrwQcf1GeffaaioqIynScAAAAAAACqJlYUAQAAAADAgVxdXUu8t1gsJbZZLBZJktVqlSSdOXNGQ4YM0SuvvFKqr7p169p1bA0aNFBSUpK+//57rVixQo888ohee+01rV69utS4AQAAAAAAUD1RKAIAAAAAQBXWoUMHffLJJ2rUqJFcXMp+G9+iRQsVFRVp8+bNtkfPJCUlKSMjo0Q7T09PDRkyREOGDNGECRPUokUL7dixQx06dCjPaQAAAAAAAKCK4NEzAAAAAABUYRMmTNCpU6c0cuRIbdy4Ufv379fy5cs1evRoFRcXX3E/zZs3V//+/fXQQw9p/fr12rx5s8aOHStPT09bmwULFmjevHlKTEzUgQMH9OGHH8rT01MNGzasiFMDAAAAAABAJaBQBAAAAACAKiwiIkI//fSTiouL1a9fP7Vp00axsbEKCAiQk9PV3dbPnz9fERER6tGjh4YPH65x48YpNDTUtj8gIEDvvfeerr/+erVt21bff/+9vvrqK9WpU8fepwUAAAAAAIBKYjHGmMoeBAAAAAAAsJ8FCxYoNja21GNl7CE5OVlRUVFKSEhQdHS03fsHAAAAAABAxWJFEQAAAAAAaqDMzEz5+Pjo6aeftlufAwYMUKtWrezWHwAAAAAAAByPFUUAAAAAAKhhsrOzlZaWJunc42SCg4Pt0u/Ro0eVl5cnSYqMjJSbm5td+gUAAAAAAIDjUCgCAAAAAAAAAAAAAABQS/DoGQAAAAAAAAAAAAAAgFqCQhEAAAAAAAAAAAAAAIBagkIRAAAAAAAAAAAAAACAWoJCEQAAAAAAAAAAAAAAgFqCQhEAAAAAAAAAAAAAAIBagkIRAAAAAAAAAAAAAACAWoJCEQAAAAAAAAAAAAAAgFqCQhEAAAAAAAAAAAAAAIBagkIRAAAAAAAAAAAAAACAWuL/AQAOD8Pg8a5zAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 2400x350 with 1 Axes>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nixtla_client.plot(df, fcst, level=level)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To get a closer look at the predictions, we can zoom in on the plot or specify the maximum number of in-sample observations to be plotted using the `max_insample_length` argument. Note that setting `max_insample_length=60`, for instance, will display the last 60 historical values along with the complete forecast.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2400x350 with 1 Axes>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nixtla_client.plot(df, fcst, level=level, max_insample_length=60)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Additionally, if you set the `add_history` argument of the `forecast` method to `True`, `TimeGPT` will generate predictions for the historical observations too. This can be useful for assessing the model's performance on the training data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:nixtla.nixtla_client:Validating inputs...\n",
      "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n",
      "INFO:nixtla.nixtla_client:Inferred freq: D\n",
      "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n",
      "INFO:nixtla.nixtla_client:Calling Historical Forecast Endpoint...\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>TimeGPT</th>\n",
       "      <th>TimeGPT-lo-50</th>\n",
       "      <th>TimeGPT-lo-80</th>\n",
       "      <th>TimeGPT-lo-90</th>\n",
       "      <th>TimeGPT-hi-50</th>\n",
       "      <th>TimeGPT-hi-80</th>\n",
       "      <th>TimeGPT-hi-90</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-02-03</td>\n",
       "      <td>9425.702148</td>\n",
       "      <td>7622.287194</td>\n",
       "      <td>5999.157479</td>\n",
       "      <td>5027.779677</td>\n",
       "      <td>11229.117103</td>\n",
       "      <td>12852.246818</td>\n",
       "      <td>13823.624619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-02-04</td>\n",
       "      <td>9568.482422</td>\n",
       "      <td>7765.067467</td>\n",
       "      <td>6141.937752</td>\n",
       "      <td>5170.559951</td>\n",
       "      <td>11371.897376</td>\n",
       "      <td>12995.027092</td>\n",
       "      <td>13966.404893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-02-05</td>\n",
       "      <td>9557.082031</td>\n",
       "      <td>7753.667077</td>\n",
       "      <td>6130.537362</td>\n",
       "      <td>5159.159560</td>\n",
       "      <td>11360.496986</td>\n",
       "      <td>12983.626701</td>\n",
       "      <td>13955.004502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-02-06</td>\n",
       "      <td>9486.123047</td>\n",
       "      <td>7682.708092</td>\n",
       "      <td>6059.578377</td>\n",
       "      <td>5088.200576</td>\n",
       "      <td>11289.538001</td>\n",
       "      <td>12912.667717</td>\n",
       "      <td>13884.045518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-02-07</td>\n",
       "      <td>9475.242188</td>\n",
       "      <td>7671.827233</td>\n",
       "      <td>6048.697518</td>\n",
       "      <td>5077.319716</td>\n",
       "      <td>11278.657142</td>\n",
       "      <td>12901.786857</td>\n",
       "      <td>13873.164659</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           ds      TimeGPT  TimeGPT-lo-50  TimeGPT-lo-80  TimeGPT-lo-90  \\\n",
       "0  2020-02-03  9425.702148    7622.287194    5999.157479    5027.779677   \n",
       "1  2020-02-04  9568.482422    7765.067467    6141.937752    5170.559951   \n",
       "2  2020-02-05  9557.082031    7753.667077    6130.537362    5159.159560   \n",
       "3  2020-02-06  9486.123047    7682.708092    6059.578377    5088.200576   \n",
       "4  2020-02-07  9475.242188    7671.827233    6048.697518    5077.319716   \n",
       "\n",
       "   TimeGPT-hi-50  TimeGPT-hi-80  TimeGPT-hi-90  \n",
       "0   11229.117103   12852.246818   13823.624619  \n",
       "1   11371.897376   12995.027092   13966.404893  \n",
       "2   11360.496986   12983.626701   13955.004502  \n",
       "3   11289.538001   12912.667717   13884.045518  \n",
       "4   11278.657142   12901.786857   13873.164659  "
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "forecast = nixtla_client.forecast(df, h=7, level=level, add_history=True)\n",
    "forecast.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 📘 Available models in Azure AI\n",
    ">\n",
    "> If you are using an Azure AI endpoint, please be sure to set `model=\"azureai\"`:\n",
    ">\n",
    "> `nixtla_client.forecast(..., model=\"azureai\")`\n",
    "> \n",
    "> For the public API, we support two models: `timegpt-1` and `timegpt-1-long-horizon`. \n",
    "> \n",
    "> By default, `timegpt-1` is used. Please see [this tutorial](https://docs.nixtla.io/docs/tutorials-long_horizon_forecasting) on how and when to use `timegpt-1-long-horizon`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAACIoAAAFjCAYAAABYeHLfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd7xlVX3//9fa5bTbp/dCr1IFRrAQgVHRRAW7BpXoNwr6VX7RhHwNlhiJJnaJfP2qYCyJmlhiQxDsICBNeh+m19tP22Wt3x/r3HPvZRowfeb95HEfc+/Z++yzzj5nbe7Mep/PxzjnHCIiIiIiIiIiIiIiIiIiIiKy3wv29ABEREREREREREREREREREREZPdQUERERERERERERERERERERETkAKGgiIiIiIiIiIiIiIiIiIiIiMgBQkERERERERERERERERERERERkQOEgiIiIiIiIiIiIiIiIiIiIiIiBwgFRUREREREREREREREREREREQOEAqKiIiIiIiIiIiIiIiIiIiIiBwgFBQREREREREREREREREREREROUAoKCIiIiIiIiIiIiIiIiIiIiJygFBQRERERERERGSCq6++GmMMy5Yt29NDeUqWLVuGMYarr756u/u++c1vZtGiRbt8TCIiIiIiIiIisvdSUEREREREREREnpbVq1fzoQ99iDvvvHOXPcbg4CBvf/vbmT59Oh0dHZx55pncfvvtu+zxREREREREREQOFAqKiIiIiIiIiEzwpje9iXq9zsKFC/f0UJ6ShQsXUq/XedOb3rTbHnP16tV8+MMf3mVBEWst5557Lt/61re4+OKL+cQnPsH69et5wQtewMMPP7xLHlNERERERERE5EAR7ekBiIiIiIiIiOxNwjAkDMM9PYynzBhDqVTa08PYqf7rv/6LG2+8ke9+97ucf/75ALz61a/msMMO44Mf/CDf+ta39vAIRURERERERET2XaooIiIiIiIiIvu0N7/5zSxatGiz2z/0oQ9hjGn/bIzh4osv5gc/+AHHHHMMxWKRo48+mmuuuWbS/a6++mqMMSxbtqx9m3OOj370o8ybN49KpcKZZ57Jvffey6JFi3jzm9+81cfc1jEBfvazn/Hc5z6Xjo4Ourq6OPfcc7n33nuf1vNftmwZxhiuvvrqSbePPc9SqcQxxxzD97///ad13K351a9+xbOf/WwA3vKWt2CMmfT4Dz/8MOeddx6zZs2iVCoxb948Xvva1zI0NPSUH+O//uu/mDlzJq985Svbt02fPp1Xv/rV/PCHP6TZbO6U5yIiIiIiIiIiciBSRRERERERERE5YPzud7/je9/7Hu985zvp6uric5/7HOeddx7Lly9n6tSpW73fZZddxkc/+lFe8pKX8JKXvITbb7+dc845hyRJnvFYvv71r3PBBRewdOlSPv7xj1Or1fjiF7/IGWecwR133LHF8MtTde2113Leeedx1FFHcfnll7Np0ybe8pa3MG/evM32HRgYIM/z7R6zUqlQqVQ48sgj+chHPsJll13G29/+dp773OcC8JznPIckSVi6dCnNZpN3vetdzJo1i1WrVvHjH/+YwcFBenp6ntL477jjDk488USCYPLnW0455RS+9KUv8dBDD3Hsscc+pWOJiIiIiIiIiMhkCoqIiIiIiIjIAeP+++/nvvvu4+CDDwbgzDPP5LjjjuM//uM/uPjii7d4nw0bNvCJT3yCc889lx/96EftiiH/5//8Hz72sY89o3GMjo7y7ne/m7/6q7/iS1/6Uvv2Cy64gMMPP5yPfexjk25/uv72b/+WmTNn8rvf/a4dznj+85/POeecw8KFCyfte8IJJ/DEE09s95gf/OAH+dCHPsTMmTN58YtfzGWXXcaSJUt44xvf2N7nzjvv5PHHH5/UMgZ80ObpWLNmDc973vM2u3327NkArF69WkEREREREREREZFnSEEREREREREROWCcddZZ7ZAIwLOe9Sy6u7t57LHHtnqfX/ziFyRJwrve9a5JbWXe8573POOgyHXXXcfg4CCve93r2LhxY/v2MAw59dRT+eUvf/mMjgs+ZHHnnXfyd3/3d5MqeJx99tkcddRRVKvVSft/85vfpF6vb/e4Bx100Hb3GXu8n//857zkJS+hUqk8zdF79XqdYrG42e2lUqm9XUREREREREREnhkFRUREREREROSAsWDBgs1u6+vrY2BgYKv3Gau2ceihh066ffr06fT19T2jcTz88MMA/Nmf/dkWt3d3dz+j48LWxwtw+OGHc/vtt0+67fTTT3/Gj/Vkixcv5pJLLuFTn/oU3/zmN3nuc5/Ln//5n/PGN77xKbedASiXyzSbzc1ubzQa7e0iIiIiIiIiIvLMKCgiIiIiIiIi+7SJVT4myvN8s9vCMNzivs653ToWay0AX//615k1a9Zm+0fR7vvr+oYNG7Z4rp6ss7OTzs7O7e73yU9+kje/+c388Ic/5Nprr+Xd7343l19+OX/4wx+YN2/eUxrT7NmzWbNmzWa3j902Z86cp3QcERERERERERHZnIIiIiIiIiIisk/r6+tjcHBws9vHKmvsqIULFwK+CsjE9isbNmzYrBLJWIWRwcFBent7tzqWsfY3M2bM4Kyzztop49zSeJ/swQcf3Oy2Zz/72U/pXH3wgx/kQx/6ELD1QMyYY489lmOPPZYPfOAD3HjjjZx++ulceeWVfPSjH30KzwCOP/54fvvb32KtJQiC9u0333wzlUqFww477CkdR0RERERERERENqegiIiIiIiIiOzTDj74YIaGhvjTn/7Es571LMBXnvj+97+/U45/1llnEccxn//85znnnHPaIYnPfOYzWxwLwG9+8xv+/M//HIBqtcrXvva1SfstXbqU7u5uPvaxj3HmmWcSx/Gk7Rs2bGD69OnPaLyzZ8/m+OOP52tf+xp/93d/1275ct1113Hfffe1gyRjvvnNb1Kv17d73IkhmY6ODoDNAjrDw8NUKpVJFVGOPfZYgiDYYiuZrTn//PP5r//6L773ve9x/vnnA7Bx40a++93v8rKXvYxisfiUjyUiIiIiIiIiIpMpKCIiIiIiIiL7tNe+9rX87d/+La94xSt497vfTa1W44tf/CKHHXYYt99++w4ff/r06fzN3/wNl19+OS996Ut5yUtewh133MHPfvYzpk2bNmnfc845hwULFnDhhRfyvve9jzAM+epXv8r06dNZvnx5e7/u7m6++MUv8qY3vYkTTzyR1772te19fvKTn3D66afzhS984RmP+fLLL+fcc8/ljDPO4K1vfSv9/f18/vOf5+ijj2Z0dHTSvqeffvrTPv7BBx9Mb28vV155JV1dXXR0dHDqqady1113cfHFF/OqV72Kww47jCzL+PrXv04Yhpx33nlP+fjnn38+p512Gm95y1u47777mDZtGv/2b/9Gnud8+MMfftrjFRERERERERGRcQqKiIiIiIiIyD5t6tSpfP/73+eSSy7h/e9/P4sXL+byyy/n4Ycf3ilBEYCPfvSjlEolrrzySn75y19y6qmncu2113LuuedO2i+OY77//e/zzne+k3/4h39g1qxZvOc976Gvr4+3vOUtk/Z9/etfz5w5c/jnf/5n/uVf/oVms8ncuXN57nOfu9m+T9eLXvQivvvd7/KBD3yASy+9lIMPPpirrrqKH/7wh/zqV7/aoWODf55f+9rXuPTSS/nrv/5rsizjqquu4vnPfz5Lly7lRz/6EatWraJSqXDcccfxs5/9jNNOO+0pHz8MQ37605/yvve9j8997nPU63We/exnc/XVV3P44Yfv8PhFRERERERERA5kxjnn9vQgRERERERERPZFixYt4gUveAFXX331nh6KiIiIiIiIiIjIUxLs6QGIiIiIiIiIiIiIiIiIiIiIyO6h1jMiIiIiIiIie6EkSejv79/mPj09PZTL5d00oh03NDREvV7f5j6zZs3aTaMRERERERERETkwKSgiIiIiIiIishe68cYbOfPMM7e5z1VXXcWb3/zm3TOgneB//+//zde+9rVt7qMOuSIiIiIiIiIiu5Zx+hcYERERERERkb3OwMAAt9122zb3Ofroo5k9e/ZuGtGOu++++1i9evU29znrrLN202hERERERERERA5MCoqIiIiIiIiIiIiIiIiIiIiIHCCCPT0AEREREREREREREREREREREdk9oj09gP2FtZbVq1fT1dWFMWZPD0dEREREREREREREREREZKdxzjEyMsKcOXMIAtUjENmXKSiyk6xevZr58+fv6WGIiIiIiIiIiIiIiIiIiOwyK1asYN68eXt6GCKyAxQU2Um6uroAf2Hs7u7ew6PZP6RpyrXXXss555xDHMd7ejgi+xzNIZGdS3NK5JnT/BHZeTSfRHaM5pDIzqP5JLJjNIdEdh7Np91neHiY+fPnt9dFRWTfpaDITjLWbqa7u1tBkZ0kTVMqlQrd3d36H7vIM6A5JLJzaU6JPHOaPyI7j+aTyI7RHBLZeTSfRHaM5pDIzqP5tPuNrYuKyL5LzaNEREREREREREREREREREREDhAKioiIiIiIiIiIiIiIiIiIiIgcIBQUERERERERERERERERERERETlAKCgiIiIiIiIiIiIiIiIiIiIicoDYo0GRRYsWYYzZ7Ouiiy4CoNFocNFFFzF16lQ6Ozs577zzWLdu3aRjLF++nHPPPZdKpcKMGTN43/veR5Zlk/b51a9+xYknnkixWOSQQw7h6quv3mwsV1xxBYsWLaJUKnHqqadyyy237LLnLSIiIiIiIiIiIiIiIiIiIrIn7NGgyK233sqaNWvaX9dddx0Ar3rVqwB473vfy49+9CO++93v8utf/5rVq1fzyle+sn3/PM8599xzSZKEG2+8ka997WtcffXVXHbZZe19Hn/8cc4991zOPPNM7rzzTt7znvfwV3/1V/z85z9v7/Ptb3+bSy65hA9+8IPcfvvtHHfccSxdupT169fvpjMhIiIiIiIiIiIiIiIiIiIisuvt0aDI9OnTmTVrVvvrxz/+MQcffDDPf/7zGRoa4itf+Qqf+tSn+LM/+zNOOukkrrrqKm688Ub+8Ic/AHDttddy33338Y1vfIPjjz+eF7/4xfzjP/4jV1xxBUmSAHDllVeyePFiPvnJT3LkkUdy8cUXc/755/PpT3+6PY5PfepTvO1tb+Mtb3kLRx11FFdeeSWVSoWvfvWre+S8iIiIiIiIiIiIiIiIiIiIiOwKezQoMlGSJHzjG9/grW99K8YYbrvtNtI05ayzzmrvc8QRR7BgwQJuuukmAG666SaOPfZYZs6c2d5n6dKlDA8Pc++997b3mXiMsX3GjpEkCbfddtukfYIg4KyzzmrvIyIiIiIiIiIiIiIiIiIiIrI/iPb0AMb84Ac/YHBwkDe/+c0ArF27lkKhQG9v76T9Zs6cydq1a9v7TAyJjG0f27atfYaHh6nX6wwMDJDn+Rb3eeCBB7Y63mazSbPZbP88PDwMQJqmpGn6FJ+1bMvYedT5FHlmNIdEdi7NKZFnTvNHZOfRfBLZMZpDIjuP5pPIjtEcEtl5NJ92H51jkf3HXhMU+cpXvsKLX/xi5syZs6eH8pRcfvnlfPjDH97s9muvvZZKpbIHRrT/uu666/b0EET2aZpDIjuX5pTIM6f5I7LzaD6J7BjNIZGdR/NJZMdoDonsPJpPu16tVtvTQxCRnWSvCIo88cQT/OIXv+B73/te+7ZZs2aRJAmDg4OTqoqsW7eOWbNmtfe55ZZbJh1r3bp17W1jf47dNnGf7u5uyuUyYRgShuEW9xk7xpZceumlXHLJJe2fh4eHmT9/Pueccw7d3d1P49nL1qRpynXXXcfZZ59NHMd7ejgi+xzNIZGdS3NK5JnT/JE9wVlHOppC7giKAWEpwgRmTw9rh2k+iewYzSGRnUfzSWTHaA6J7DyaT7vPWIcFEdn37RVBkauuuooZM2Zw7rnntm876aSTiOOY66+/nvPOOw+ABx98kOXLl7NkyRIAlixZwj/90z+xfv16ZsyYAfi0YHd3N0cddVR7n5/+9KeTHu+6665rH6NQKHDSSSdx/fXX8/KXvxwAay3XX389F1988VbHXCwWKRaLm90ex7H+J7ST6ZyK7BjNIZGdS3NK5JnT/JHdyeUWIocpGlxqCawhLEQY48MiNrMEUbCHR/nMaT6J7BjNIZGdR/NJZMdoDonsPJpPu57Or8j+Y48HRay1XHXVVVxwwQVE0fhwenp6uPDCC7nkkkuYMmUK3d3dvOtd72LJkiWcdtppAJxzzjkcddRRvOlNb+ITn/gEa9eu5QMf+AAXXXRRO8Tx13/913zhC1/g/e9/P29961u54YYb+M53vsNPfvKT9mNdcsklXHDBBZx88smccsopfOYzn6FarfKWt7xl954MERERERER2SmcA5tajDOYKMA2LSawhMWQvJn7bRWzX1QZEREREREREREReTr2eFDkF7/4BcuXL+etb33rZts+/elPEwQB5513Hs1mk6VLl/Jv//Zv7e1hGPLjH/+Yd7zjHSxZsoSOjg4uuOACPvKRj7T3Wbx4MT/5yU9473vfy2c/+1nmzZvHl7/8ZZYuXdre5zWveQ0bNmzgsssuY+3atRx//PFcc801zJw5c9c+eREREREREdklXO5IB5pgIOqMiToi8kYGzpE3LeB8mgQFRURERERERERE5MCyx4Mi55xzDs65LW4rlUpcccUVXHHFFVu9/8KFCzdrLfNkL3jBC7jjjju2uc/FF1+8zVYzIiIiIiIisu9wmcVZi4kCstGUIA4xsSGr55iAdk5EMRERERERERERETnQ7LsNmUVERERERES2wuYOm0MQB2AgHW6Cg7Do/xqcDDRw+ZY/tCAiIiIiIiIiIrI/U1BERERERERE9jnf/s7v+fJXfrHVCpUu8+1lTGAICgE2taSDTWxiSYea2GaGy+3uHbSIiIiIiIiIiMheYI+3nhERERERERF5OprNlM9+7icALFgwnXPOPm6zfVxuMcY3ljHGEJZDslqOzerY1IIFp5yIiIiIiIiIiIgcgFRRRERERERERPYpQ0O19vdf+covyLJ80nbnHDbLyUYTX0UkcxhjiCohJgyIOiLAgFVSREREREREREREDjwKioiIiIiIiMgu55wjq6dk9WyzdjHOOpwb/xrbf2smBkVWrNzE3Xc/8aQHg6xuaayvU102Qn3VKM75yiJBZDDG+ONv/SFERERERERERET2WwqKiIiIiIiIyC6XN3NsI8c2c/JGhk19FRCbWdLRlLyWkVVbf9Yz8trmgZIxQ0PVST8/8tBanG0FTKzDZRbXzHHWERQC0oEmjfU1Jh7OWYe1SoqIiIiIiIiIiMiBJ9rTAxAREREREZH9V55bmvWEKDeYyAAG28yxiSOqGLJ6Btb6LjDG4Jz1lT6MIcgcJjabHXNiRRGAxx9bRzqaYgKDyx1Yi0tyjDOYOCQAmuvrRMWQuLdIOpRQXzVKcUoR+kq74zSIiIiIiIiIiIjsNVRRRERERERERHYJ5xzvee9XeeWr/oWR4QYuc7jcERRCcI68mbd/DgohQRz4P4sh4LBJjsttuyWNTXKyesZA/+ikx3li5QbA4XKLCYAoaFcYITCYYgQGaqurNDc1qK+pkjcsNrW7+5SIiIiIiIiIiIjscaooIiIiIiIiIjudzSwjAzVuu/0xAO59YDknHrwAjKHQW4AwwCY5JgpIhxOCOAALGDBRgM18ZRGbWUxowIHLLBgY3OiDIocsnMEjT6znieUbCaLxz0FsXDdMY6hGYcJ4wlJEXsuorxhrW+NwmVrPiIiIiIiIiIjIgUcVRURERERERGTnc/DIw2vaPzaHm9jcYtOcxqYG6WCDIA7JRhOSoYTmpibNgQbN/ibNTXXSodRXAwkNzvqKIqZVcWSoWgfgqEPmAdA/MEr/mmHyesbGlYNc8L++wK+uvZukv0FjddVXDjGGsBIRdvovcNg03xNnRkREREREREREZI9SUERERERERER2iUceW9v+vr9/lLAUElUiwjggb+RkI02y0ZSoFBKWAsJySFgMMEGAzS15PcMEhiAKCKIAZ8GmluGhGgCzZvQwfWo3AJ/74s8YWDnML395D9V6whkHH+QrkjRymutqvhWNMe0vg1FFEREREREREREROSCp9YyIiIiIiIjsdC63PDyhoshgtY4xBgATGkxgSKsZJgp8a5kxIZgQICAbTXHWERZCANLRFJdZBlqtZ3q6KxyyaAYbNg1zwx/uo29KBytWb6KnVCIKWp+LCMAllmRDncKMMsYYspEEm+S4zPpKJWbC44uIiIiIiIiIiOznFBQRERERERGRnc4m+aSKIkOjtUnbg2KAyxxBvOVCl0EcYLFk1ZRsNAUMJvC3D4/61jM9PRXe8ZdnkWY5f7zrcf77p7cCcNC0qQA0spSeBT00V9fIqxnZUIKJApINDQDyxIIDlBMREREREREREZEDiFrPiIiIiMhT4qxaNIjIU5dllmUrN7Z/Hhyq0VhXJ+lv4hwYY9ohEbeVy0sQB0TliKgSEVVCwlKICU07KFJMDTO6u/nY376GmdN62vfr66gAMNRoEpYi4qklANL+Jsn6ens/m+Q79TmLiIiIiIiIiIjsCxQUEREREZHtcrkjq2XY1O7poewyzjlsmpM3c4ViRHaCNWsHSNKs/fNgf5XGuhq11aM0N9TJaj6kYRPL6OPD1FfXqC4fpbaySrKpSX11basBkqERH/Yo1Qy1x4fIBhJeevYJAPR0lVl66tEAbBz1LWringJRT2Gz4+SJ3eJ8t5klq6W6FoiIiIiIiIiIyH5JrWdEREREZLvyNMclOTkOmxqCONxqu4hnyjmHSy0EhiDa9Xnm0dEGo6MNZs3qBSBvZNhGa+E6Dok6IoxRPwqRZ2rVqk2Tfh4YGMUEfk41VtcIig0qi7qpr6qSjSTkwwm+B4wjwUAAUWdM3B1POk6SZtQbCQBd5RLOQm3lKC8++kgK5xmOWziXaCQHC6v7h8itJQwC4ilFwkqECQ3NdXVcanHZ5kERHxLJwDqCgmuPWUREREREREREZH+hoIiIiIiIbJOzDptYiIxfWHVgwh0LcjjnwALGBzRwYHMHucXEAaYS7/TFWZc7nLVgDCYwvPvdX+ahR9bwVxeeRdrMePmLTqa3rwMMuNyCdRDuvgVim/nHNHGggIrsF1as7gdg9oxe1qwfZKhaJyiFYAw4RzaaUl81SjaaEnXGMDbnnQPnyKs5G1cMkPdFzJszBYB0NGPTuiEAAmPo6CoSlCJcmmOrOS889FBMZEiSJraes3F0lHWrB5g9qw8TBYRl/1dgE4ADXJqTjaa4siMshuAgb+RgbWuH3X3WREREREREREREdj0FRURERERkm1xmcVmOTSxhJcblO75y6lJLnlhMCLaZ+wViAyYO2p/yN4VwJ4zeB11cZskaOeQWwgATwQMPrQbgS//vOgCMdVzwxjN9dQHrcBbMzhnCdseXN3NskoODoBgSlkKFRWSft+KJDQAcddAc1qwfZLjWwLpWHsQYfnbHvUyrdHDasw4eD4ngt2EMQcnx91/4Lis3DvDGFy/hVS98Nslgg1Ur1gPQXSkRFVrBjzgkjCdM2IEmAP3VGkN5wox6RtQxIYzS+tNXEzHYpr/GYWiFxALyakpYsahjq4iIiIiIiIiI7G/0L14iIiIislXOOfLEYlNLOpKSjSb+k/uZ3fFjp62F2dAQxIFvN+MMDoNNd/z40Bp/PSOrpuAcphBAbhnsr22274MPr6G5sU6ysU5aTbD5zhnDUxmfbWaYwGAiv2C9M8I4InvaylZFkYOnTQX8+310pI5zjodWrOOrP7+RT3z/OthKG6t6nrNi4wAO+PrPbuL22x8jCAwrh31FkYPnTMdtZaq4zG/or9WoRjlRZ4G8mjF2h7GKRS5zmBCCQoAJfAkREwVkIwnpcELe3PXXARERERERERERkd1NQRERERER2SJnHXkjx6a5bw9jHVk1o7mpgW1kO+cxAKyvKpJXM5qb6mSjTWzufHuaHT1+7rCpb2cTxD6IQmjYtHEEgHKpwKX/38sBeOTRtdjU4oCsmmGbOVkjw6Y+KJNVU7Jq6tvS7CRj59dEwViZBcD56iIi+7hV6wYAmNPVTVe5yHvOegHRpox0Y4PVmwbb+42ONHz7l8z6P62fA2s3Dk063r1r1mKKEU+s6ycMAv7XkiXUl4+QjSST9nPOtedpf7XGYK1GeV4HQTEgr/uwiK8k4q8RWS3BJhYTBpgwIBtNyEZSfz3YSaE1ERERERERERGRvYlaz4iIiIjIZmxmyRuZXyTNHTZxhOUQlzvSht3hEEfezEmGmsRdRZqDDVyOT40EQOIISzl0xj430eKs8/uY8WoA230eqcU5MM6QDDWxDUtQCBgcGAVg2pROTj/1CADWbRyinid0lkrYpvFhDeuwgWklWlotKnJHVIl8BZQdYDOLTXJMGOAy5wMymSPuLvhx537hWmRflKYZ6zcOAzB/wXReeeJxnLxwPgDZSMqxlWmcfeThPL5xE2ZjQkLavq/FEWDozoNWdMp7ZKVvObNs7UaOmTOLjrgADpINDfJ6TtxX9G2tGln7TgO1OgNDVaJSSHluB7Xlo+Sj6XhrJwfpYEpey4kqERhDOpwSFEPftmo3VBYSERERERERERHZ3RQUEREREZHNjFXiCAoB2VDi27YExn+FwVbbPTxVNsnJ6zmQ4CxElbC9LW1V7ij0FTGB8e1Zmq02Na1xhKXIVwjZ1mNkFptYbCMlbVpsM8fEAVktY+M6X6mgp7NCIYUZU7tZv2mYx1ds4FlHLgDjsM2csBTikylggqA99qyWEXfG2w2s2My2z9tm29IcZ8FlOelQ4tv5GEiHEqKu2Adcnt5pFdlrLFu2AescxTiip1TihYcdCsCmpM7UQplyFPPm55yy2f2SLKMQ+b+mVsKY4+bPpT+ps3xdPw+vXIe1lmVrN/H6k04EwMSBD4eMpuSj6aRjPTE0QJrn9LeCYXF3gcrcDpqDTUxoyGu+ukhY8o+XjKQYIIhDgsiQY3DWB+PawRIREREREREREZH9gD6iKCIiIiKbcdZhDLjUkddzgjicEA5x4x/xf4ZMYFpVS3LC4uRfSYM4xKV5e4E2b2TYegY4TGhwuQ99bG/8WS3DpjlZLcfllrASEhb8Y/Vv9AvHU/o6sYnl4IUzAHh02To/vtC3qHEWML4ljG3kvm1FGDyl528zS1bNyOuZr0xgffhmrEqBTSzklmSwiXO+SklYCn2IppFu/wFE9jL9/SNcf/2fyLKcz3z2x8zu6eaERfPI+puEQcDdq1bz04ceoLywk43Vavt+w2mT8sJOPvOr3/DOb/0XX/39H3hwva8e8tpnn8j5pxzPnN5ulh5xONVlI3zoJUt53mEHA1CYVqI4u0JQ9GEzExnCSkRhRpnloz4QtmnTKLbVQibuK9K5uJuopwjg57hzBLEhrkS+WlDcCoUEfs7u6PVORERERERERERkb6OKIiIiIiKyGWct6WiKbVpc7qt4jC4bpjS94rc/g5IizjnWrx9i5sxeXy0jNMSdm/86aozBWnCZg9BhE4uJAh/eAFxgsNZt81P+zjqwDuP8ccJK0N43LAUMVusA9PV2EJVDDlk8k5tuf4R7H1jFS08/DlOMsA1L0mhiIsBC3vQLzWElJO6Mt7t4nDdycBabtMYEuNRiQoOJDC5zpKMpOFqVS/xzN3FAXsv989dv67IP+cIV13DNz+9gypROgsTx6Ve9HBP4yh3OOb5x820MNxsMV+sMbary9y85myTL+d2KZfzFwVO4Y9kKstxy/QMPc8fyVfzL+X/O/L5e5tPLSefNbT/OrJ5uwIdCglKIMYZgTjjemqo113s7/fVqYLSKTVvVfVrXkSBqXU+sw1q32ScobGppbqzDzAo+JbeFqkBZaz6r2oiIiIiIiIiIiOxjVFFERERERDaT1TKSoQQT+LYw6WCDbKBJY32NdDAhH02e9jH/35d/wSvO+wS/uP5P2Nxutt05yKoZNstxzmGTHJc7cL4aRzqckAw2fcuafDtVTVoVPLJaiomYtJBrjGFwxFcz6OvpAODZx/vqBDfd/jAbH+ynvmrEt7tJfYscm1rCUuBb8YymJIMJzm3+HMafi398ExpMIfBtZlLrAyK5xTYtNs2xSU6wWUWV1j7ptqumiOxtrvn5HQD0948yo6uLIAgwrYBFVjKsHBhkuNbgxnse5d41a/nM9b/m8muu47H1m3hi7Say3NJVKXHhuWfQX6vxDz/8Kf9z1z1kxmKdY+3QMF/89e/5xM+v546NayjO7mjPbWNarbEmzPXeShmAgaEqUWdM3sh9iAwfMgH8tSKffDHJmznVZSMk/Ql2NMVmdrNwnMt9RSSXqdyIiIiIiIiIiIjse/Z4UGTVqlW88Y1vZOrUqZTLZY499lj++Mc/trc757jsssuYPXs25XKZs846i4cffnjSMfr7+3nDG95Ad3c3vb29XHjhhYyOjk7a509/+hPPfe5zKZVKzJ8/n0984hObjeW73/0uRxxxBKVSiWOPPZaf/vSnu+ZJi4iIiOzlXO5bzwRxgM0czY0NTBSQDyc01ldJhp9+a5Srv/ZLAC7/5+/5IEXusLk/dmNdjdqKUUYfH6K+pobLwSaWPPUtWpL+BslwQlbNSAYbJEPNbQZFbO5Ih5vkzZwgDtq3ZTUf+hgY9EGR3k6/kHzI7BnMntJDM8249dEnyKoZWEtYDtstYUxgCCJDUAj9AnG+jQE4wDmSwYS8mhEUQoJCAMbfn8CQ13NfKaW1sG1T5x8XA1vPoIjstRYsmNb+fkorhAVAYOia2bHZ/rcuW85D6zawYXCER1b5VjMHz5nOi089lhMOXcDqoWG+/cc7KMztoLSokx8+fD+/e+QxCp0Flpx8WHtub5Fz9HW0KooMVjHlkLAckjd86MNlrd2so7G6SrKp6auL5I7a6ip5NcU4X1kkq2Zk1XRSeCtPLS63Wyo0IiIiIiIiIiIistfbo0GRgYEBTj/9dOI45mc/+xn33Xcfn/zkJ+nr62vv84lPfILPfe5zXHnlldx88810dHSwdOlSGo1Ge583vOEN3HvvvVx33XX8+Mc/5je/+Q1vf/vb29uHh4c555xzWLhwIbfddhv/8i//woc+9CG+9KUvtfe58cYbed3rXseFF17IHXfcwctf/nJe/vKXc8899+yekyEiIiKyN7E+KAKQDSfYpiUsRwSVVi+UZ9B6Zky9npBsatBYNUqysU59ZZXGmhrpQNO3qRhJyWutT/E3M9KRFJs54kpEVA4xUYDNLNZuPU2RNzKyek5YDMEY0tGM6mPDjD4ySHXZMP2bRgAoJyHpaEZzTY3nHXUIAL+/7xFMDji22FLCBACObRQUASAZapKNJqTDPiySjiQ0N9TJRlNcq1pJEBucg+amhh/b48Mkmxq+eoEKFcg+pjo6/ne0F511vP8mMJTndRBEITP7utvbZ0/t4fRj/ZxbPzjCo2NBkbnTCQPDpW98Ca983om89SVnUCrERGHIe151Fp9+12v42ze8mCAwYC35cIJtZptdk5x1dHeUMAasdWzcMELcUyQoBOTVvN3uCeevF7UVo4w+Okx12Qj5UOKvdQZwBgKDyx1ZLfPXJetbYmE1T0VEREREREREZN+0R7uef/zjH2f+/PlcddVV7dsWL17c/t45x2c+8xk+8IEP8Bd/8RcA/Pu//zszZ87kBz/4Aa997Wu5//77ueaaa7j11ls5+eSTAfj85z/PS17yEv71X/+VOXPm8M1vfpMkSfjqV79KoVDg6KOP5s477+RTn/pUO1Dy2c9+lhe96EW8733vA+Af//Efue666/jCF77AlVdeubtOiYiIiMhewTnAtEIMg00fLw4MY/9tLySxPTa1ZI0MNjUwkSEox+1teZaSDjcpz61gM195JCyP55uDwGCTfJtVN1xq/Qf9A0NtxSjpcBMyoGj41S0P8vAKvyjdFRSoPTGMSy1HHTIXfncb6wd9iCRvZMQ9hc2ObYxpLQ5vfYXYt86xvnqIMTQHGuAMJoRksEkQ+9vB0FhTo7mhjgkNGKivrVKYXt7m8UX2NnmSMTRcA+Bb33wPffWI/pvW+fZLkZ+/F537fP7rxju4cOlzmNPdQ92l/P7uRxiu1nlkxToAFvb2ko+mBMbw+iUnEXaOXxuMMSyaNV61xCaWoBTickdezQjb4Q6wSU4YhURhSJrlvOatn+FTH/tLTjxuMbYV1AK/b1iJfeik7suMhB0RBAHgsFmOoVVdKcnJahlBZHCpJRlqEhTDbVc2ERERERERERER2Qvt0aDI//zP/7B06VJe9apX8etf/5q5c+fyzne+k7e97W0APP7446xdu5azzjqrfZ+enh5OPfVUbrrpJl772tdy00030dvb2w6JAJx11lkEQcDNN9/MK17xCm666Sae97znUSiM/0P/0qVL+fjHP87AwAB9fX3cdNNNXHLJJZPGt3TpUn7wgx9scezNZpNms9n+eXh4GIA0TUnTp1+KXTY3dh51PkWeGc0hkZ3rQJtTWZqS5RnJxibJSAMH5KOWoCMiJyPLd+x3nsGRUUyeQWIIOiKsG2/p4EKLTXKSekpQzMnyFOz4r63WOmyWkjSbREG82bGddSRJQmYz8pGcxmANExlMR8h///p2/vMXt7b37ZlWISeHckC5w/+uOFJrkpucRrWJ63cEpQjnIB307W4KU0vYPCdNU9xWfpu2qSXLUkxgCIshzjifvgmNH18zISwGVNdVaa5vYAoBptBqkTOS0hyqkyQdkO4fC9AH2vw50DjrGNwwSpb59FZfV4VswIdGnHFkLsclOYcvmME/nX4+BIZ0qElxwNJVLjJSb7JsfT8A8w+bQTAlJk8sLsmxzQRT2vJEs0lKYUaZuLNAY22VZLQB+MCViQ3RlAIL5k7l0Sd8MOyOPz3OscfMJygZJnaOSvMMExio+PmW4XB5hsXSbKTUB6pEpRiKAWQZNMFllqzZJGlEuM0vQ7uU5pPIjtEcEtl5NJ9EdozmkMjOo/m0++gci+w/9mhQ5LHHHuOLX/wil1xyCX//93/Prbfeyrvf/W4KhQIXXHABa9euBWDmzJmT7jdz5sz2trVr1zJjxoxJ26MoYsqUKZP2mVipZOIx165dS19fH2vXrt3m4zzZ5Zdfzoc//OHNbr/22mupVCpP9RTIU3Ddddft6SGI7NM0h0R2rgNxToU24IjBgwgJeLzzMWpRnXythZ8+9WOkaT7p55/d+XvmzeuCHBjeyp221wHwkaf++KSw5vFR/vMX9066+VH7MMsbAcYZupNuLn/FS1k5MMifGveTZTkMbOFY68bu/DQef3vqra8xI8Dvd+Lx9xIH4vw5UAwO+rYzUWT41W+vZ3q9j9lMp59BVg49OL7jY5Pv1zutwMiK8QD+ivQR1m4IJ+/UZOu2/Nc1f21pwHEn9LSDInff/yDX/abJ729cxdSpZV494zQMhruG7iYLxq9RlbTEotG5GOD+/H7sn7ZRvuihbYxtF9N8EtkxmkMiO4/mk8iO0RwS2Xk0n3a9Wq22p4cgIjvJHg2KWGs5+eST+djHPgbACSecwD333MOVV17JBRdcsCeHtl2XXnrppAokw8PDzJ8/n3POOYfu7u5t3FOeqjRNue666zj77LOJ4938MT2R/YDmkMjOdaDNqY23rqO5rkrUXSQfzrD4TwssHp0LQDynzMw/m/uUj7d27SDwx/bP3fkMjncLCXtKvsOKdeQjGa6aEU4pgHWUF3RiwoCwHJKPJjT6E1ySEZZiwo6AjoU9FHqKAKxYsZHrb7ibl73oRLrKZZJNdWzTUl9TBeswpYjv/NFXEjnpiIUcs2AOHeUCS6YdCUC2sYm1GUyBBVP6cFUIu0OCYojBQACmEIKDfDQhiEP6nj2TwhZa04Bvw1FdNgKhISpGmC0UBqmvqZFsqBN0xq02NC3OkQ426T12Gh0Lu57yOd6bHWjz50BjM8u9tz8B3EVfTydnPeeFjD44RO3hYabQw4zCdIwxdCzuJiyNh0DSasadc0ZZscIHuGZM7eacZ585ftzUUl0xiq1nPvgBmKIh6iiQN3NMFNAxv8NXA9mCZDjhhad1sHjxn/jkp39MR0cfM6Ydxu9vvAWA17xtCVg4NjqSsMu/L20zJxtotDs/HRcdRc8xU8A58npO1BUTxiHNwSY2zanM6STu3vJ1YFfRfBLZMZpDIjuP5pPIjtEcEtl5NJ92n7EOCyKy79ujQZHZs2dz1FFHTbrtyCOP5L//+78BmDVrFgDr1q1j9uzZ7X3WrVvH8ccf395n/fr1k46RZRn9/f3t+8+aNYt169ZN2mfs5+3tM7b9yYrFIsVicbPb4zjW/4R2Mp1TkR2jOSSycx0Ic8o5R+QC8iAmCiLS4frmOyXuaZ2H0ep4SYAwCOhJCpgsIFvVwKWTP62f96fEPTGRCYm6CiQb6zTXNTAOgijEDWfk9YBwQUAcx9x404P8zfu+BoBtOt78hhdw670rKVVhQW8PYUcBm1gO65jK35x9JsWeIkf1zQAcQQIud9iRDIBv3Xobrz3pBAICCuUiQTGcHOIAwoohq2cENtjqOTCZIcgMzTV1bCWmMr/Th0yS3LeiSS12KCMuxmBC8mpGNpISFAPi3gKWkCgI97v32oEwfw5EOTlDG/0niro6yoRhhGlN6yAOCbKA0pwKxY4izjrfGsYYou6Iw4+ex89v9kGR+XOmEIUT/ooaQnzIFPJ67sMiQNgRTQqbOOcwZvOgiHOOKIqJixHTZ/QCMDBQ5YmV/e19GnlGyUTkGxNcNSfqLpBvarZDIgBBBqELCWJDaCLyWo4rWOI4Is8NUbjn5qnmk8iO0RwS2Xk0n0R2jOaQyM6j+bTr6fyK7D/2aNPz008/nQcffHDSbQ899BALFy4EYPHixcyaNYvrr7++vX14eJibb76ZJUuWALBkyRIGBwe57bbb2vvccMMNWGs59dRT2/v85je/mdQ367rrruPwww+nr6+vvc/ExxnbZ+xxRERERA4k1lowkI+mYMHEAaW5HRN2cFu/8xYMDlTb3x8/fy7HTp3pK4hMCImYyC/2utRiGzk2yXGJpbm+gQkNYUdMUIwwhYAszfnAx77N0hd9pB0SAXjgoVVc/a1f8fef/A6XXf1D0hCSwSaN1VWOmjmTExbM46ie6X78FhqrqjTX+gXuqDvmpsefYNXgkH+KudssJOIHasA5sFtvR+GspbmuRl7PSPsb1FeOUls5yq9/9if+cMP9NDe2AjJRQLKuTrK+jq1nZIMJyaYm4HBP7xSL7DEucwwNjALQXSmR11Js4udHEAaUZlYoTinjrK/KkddyXOsNvnjB9PZx5s6agsud/3IOZx3GQFQJKUwtUphanBwSyR1ZNSerjx+vzV/CCOOAqVN8ZZ5N/aM88MDK9i4/fOBeTMHPcVvPSdbVcZnDRIag9Tguc9i89Vwi44NeuSMoBNjc+uCLiIiIiIiIiIjIPmaPBkXe+9738oc//IGPfexjPPLII3zrW9/iS1/6EhdddBHgP2X2nve8h49+9KP8z//8D3fffTd/+Zd/yZw5c3j5y18O+AokL3rRi3jb297GLbfcwu9//3suvvhiXvva1zJnzhwAXv/611MoFLjwwgu59957+fa3v81nP/vZSa1j/vf//t9cc801fPKTn+SBBx7gQx/6EH/84x+5+OKLd/t5EREREdmjHDjrsxDpcAJA1BUTFEOiVouFzRZlt2NwcDwo0l0qTdp25a9/z4ZySnlBF/EUX7EtTyx5IyevZrjMEhTGF4eNMTy+diM33vowI6MNoijk8MP973033/YIX/vWrwEYbTQZXjVMNpiAg7tXrd7q+IJiQDylRGelyOMbfcUB2xxffHbOkdezdjUEf462fg5c7sgTR1AMCEohyaYGa5dt5PJvX8M//L8f8NjDayA0NNfVyWutSgmt1hf5SOoXp7OtB1FE9iq5ZXjUVx7q6amQVTNs07+vCaA8p0IQG/JGTlgJfTupek5Wz1g0b1r7MHOn95GnlrxpyWutAMg25plNLVE5JCwE5LUcm/lwiU0deTMniAwmDJgytROA/v4R7n9gVfv+P7vlXvKioTS3g7DTz7+gHFKc09G+5rjc4ZK8fZ8gMoSlEJc5mqurJIPJzjmHIiIiIiIiIiIiu9EebT3z7Gc/m+9///tceumlfOQjH2Hx4sV85jOf4Q1veEN7n/e///1Uq1Xe/va3Mzg4yBlnnME111xDacICwze/+U0uvvhiXvjCFxIEAeeddx6f+9zn2tt7enq49tprueiiizjppJOYNm0al112GW9/+9vb+zznOc/hW9/6Fh/4wAf4+7//ew499FB+8IMfcMwxx+yekyEiIiKyl3DOL4zm1RSX+I/lR10+IMJYgQ279ZYPWzLQCorMnNlLGIzf544VK/ntI4/xp6vWUCkVOG7+XN500kk+aFHPcBZfwWPi4wSGux7zVQEWzZ/O5/7lLZjA8LJXf3zSYy6aOoXOsIB1js/f8BtuXbacPz/pWF59/PEQGsrzO8mGE2wzpzC1hAkMXZUSj2/axPM4mGwwIR9JCTtjstEUcl9poDi95FtT5NsOividAkwcEkYBDz62sb3969ffzPte8kJsIwcDxdkVwlJE0/kqLrZpn3YYR2RPcdYxNOKDIt3dZYLQYFP//h27RtjUEkQBcXfJX1OaOelIQpkC06Z0sbF/hIMOn0Vpasm3g8ostpljEzupisikx80dYY8PsZnRhLyWYV0rzFEOCQoRJgqY0ueDImmas3Llpvb90yxnw1CVRVMqFGeUcdP8dQAmVDjKHbUVo0RdBQpTSsSd/q/Q6WCTrGlxuQJdIiIiIiIiIiKy79mjQRGAl770pbz0pS/d6nZjDB/5yEf4yEc+stV9pkyZwre+9a1tPs6znvUsfvvb325zn1e96lW86lWv2vaARURERPZzzfV1Gqtr0Fr/jPuKmNBMajfzdEMMA63WMwcfPJPCsC9qt646yr9e+0sAhqp1hqp1RkYbvOmkkyD3LSpc7ghig01y8roPVUSlkDtbQZFX/MUp9PRWcNYxc0YP69b7tjF/+aIlMOgrGty7Zi23LFsOQFaAwowyQRxgAkPcW5w0zs5yqV1RBFqtLYbGKwa4zNFYWyeoRD7E8iRj4RmXO7ATgjTG8OCKde39VqzpJx1JMUBxpg+JAMQ9BfLRtNV+J3ta51hkT7G5Y7jaCop0VTBhMB6gCPy8sIkl7i3gA1QQdkTY3GKHEi566znc/fAKTjrlYILQh0JCIK9lNPobkFiCyICDvNk6rnO+PqYBE0DcUySqxOAcJgohcLjMP1axGNPVVWakFWaZM7uPjo4SDz+yhvXDIyxyvv2NmRBiM9F48U1jIO1vkFdTgsXdmDig2d/EWbWeERERERERERGRfdMeD4qIiIiIyN6l+sSID4mEhuKsCmExxGXWBxjGFn+fxuLo5R//Hj/60R8BOOTgWQz9yX+if7BW32zf0WaTkUaDrlIJE4FNLHkjIx8dD02kBqYUywCc/KzFfnHXGDrLRcaiGGcfdTjppiYAP/nTvQCccOgCzn/ByUStFhObcY6uYoE7NvVjnSMwxgdkQkPcXSDsiGiur2PrObaWkefj7ShGRup85B+/y223P8pzlhzO/7n45eRpTt7MKUwpYaKAB5evbe//yhOfhQGCckRYGf+VPCiGmMjgMkfWyBHZF7jcMTxUA6DiQkxIO2iGg7yeExTDVjsXA875CiOliBg484XHcuYLjoHcYScETAgMhe4CeT0nTywGCMsBUSnGWYezliAOfCAkcASFYNKYwLTDH1OndraDIsccu5BmI/FBkcFh8iwnip7UlbUVhts4MEK50zG1u4N8NKW2qkpUjrD1zBdYUlBERERERERERET2QcH2dxERERGRA8V/fvt3/PQntwEQlkLCov90v23khF3x+OKvdU/pk/TVWrMdEgGYNauPSsm3sVk/PAJApVjgiIWzuerv3szRC2ezatBXBXHWkDfydkgkKIeYQgAO/uyIQ5kxpZvp5Q6SwSbZSMLMKT3+eIWYYDinGEXcu3ot96z2AY2LX/ln9HZWtjxQ58hHMzrLRZI857fLHqMwrUR5YRfleZ1E3QVMGFCc0bq/A5eNlxS55ZaH+f2ND9BopNzwy3vY+Pgm8mEfcFnz8EYGBkY5+5BDefVJx3P64Qdx2kGLAChMKW4+lrEqJGppIXuxZjPlHz74H1x73V3ccedj/PaOhwEo25C8YduBj6AQYgJD1BFhjCEqh0TlCBMYjHM+uJX5wEcQhwTFgCD2pUJMGBB1RBSnlylNK1OcXqbQVybsiIi6YoJSTFAIiCoROEPetNgkxzZznMUHR1rTacqUrvbYTz3lUObMmQLAV6+/idd97Ms8tnpDu1KSS3IeWbkegO5ikR/deBcYQ9gRk48kNDfWW8c22Gz3BEWcddgkVwUTERERERERERHZKVRRRERERETaPvf5n/L25y7xP7QWWF1uwUBpeplsOCWvZf7D9k9hvfKxx9ZN+rm3t8JQh68GMlj1FQj+9rxzOHrBHMBxxjGHsGZomCNmzSSvZ+SjKQCFmWWijpi8kdFcXWNKRwcHz5uOc5BVU7DwjjedRSNLecOZp0AVamnCv1x7A845SoWI3nIJ28h8hYHQkFczwlKIKYTYJMfEhqlzewF4aONGXlQKN39CE2LWNh0PcgwOVifttuKW1czu6vbPuViCAcsZhxw0aZ/1tVEWFbtbJ9nhMuurILTPuxaEZe/1gx/ewvXX3831199NsTBepaerWKK+ahRa798gDij0FSEwvuVTHGCMwcQBeS0jb+Q+lNYKj4BvVRM6yJs+9BEU8CEx/LywmW/rZAwEUUgQB8ShIU8sOEcQBf7xJlQJCYPx70959iHUas32z1lu+fL//IYn1vfzhrNOZemxR/Dvv7+Vv3/BmURhyK9ue4A7Hl7OW19yBscdNA+X5eSJwzby8Qoou1ie5L6KSRziYl0bRERERERERERkx6iiiIiIiIgAMDzs2zIUolaWuBVYsM2csBwR9xYpTiv5G5/iOuWjj6xpf/+C5x/NaaceRmfFHyPNfGuVBQumUZpdobKgi/mHz2xXFMlHfEgkKIZEHX4h2oT+19e+SplFs6YRFgKickTUETF7Ti8fvvAvmBf7ygENm5O22sPM6uvBNS0mMNimxdYywkrkv69nuMRRnF6it68DgNFGc4tBDTNW7QNwE4MirbYbY0qhP4df/t1NrB0aBmDt8DAbquOBkj+uWOG/sb6aic18IGeslYXbTZUKRJ6JarXR/r6Z+Ll6yhGLeNYR88lHU+zY/AlMu6pIUAzbc8gYf3tQCP3twfjcMsa3jAkLPvBhm7mvFNKqqGGMwVkwUeDbQ+GvDVE5IqrE/phPaiWzZu1A+/upU7uY26ooMub+FWupNRP+309+S14JuP/x1QzW/TXxzMMPZdPAKF/5yW9xBggDkgltqHY1lzts00JocGnurxUiIiIiIiIiIiI7QEEREREREQHgvvt8cCEOfSUNEwDOQe4oTiliDO1F2bEWDdvz8CO+7csbXv88PvZPb6BUKtBR9q1nkjyno1Rg5uIplGaWKUwpMnN2LysHBicdI6yMF8EzkWmPcfGMqZP2s6kjHWjiklbLi3j8V93ZU3sozanQeVivb6GDr5BSnFkGA/GUIsXpFbo6fYhltNmk0UgZqtY3f1JjAZp0/BwMDfkAyNFHz/fHjvxj3Ld6He//3o/452t+wT/88Kf0l1I22jo/u+d+/uP3t/Gmj36ZBx9ZQ9gR0bGoh46F3TC2YK4WE7IXG3pSOGrJ4Yu59I0voVCMMXHQfv8GcYBLLUEh2Cy8EcS+tcyTbx9jwoC4MybqjAmKIUHRB0Gizpi4KyaqRJMCJtty0TtfDMA73/EiAGbP6dvqviNlfw1Z3u/DJa866Xj+7fXnc1DvVO5+bCXZcNred2JloV3FZtZXdqJVDamZ7/LHFBERERERERGR/ZuCIiIiIiICwD33LgegEI61XPHtWYJCQNRd9MGIsTXZp9h65tFHfVDk0ENmtW+rFMeDIicdvZi4u9jeNn1KF/euXssj6ze2b5sYFLHWMdT6lP+Cnl4m5lWykcR/6r6l3DF+3AUHzaA0vUwQGkozykQ9BaKeAuXZFToP7qE8twNjoLvLt8UZqTf52Hd+xts+/jXWrRvANjPykcRXOWlVRHDZxNYzftH8uWccSV9fB8XYj7mRpeTWcveqNQRhwLEHzSXqLfKNm/+IdY7RepOf3nEPHQu7iDt9ZZSxgItTUET2YuvWDU36+YVHHEZzQ8O/bwPa14egEGCKIWFxy11Ptxf0MIEhiEOickxU9vNjrOLIUw2JADzvuUfy4x/9PW94/XMBmDWzd4v7Te3rZO2GQQB+9OD9RJ0xphAQhSFvfc4pPPDQatLhZPwOuXvKwblnwjmHTXNsmpNsapDXM1C1IRERERERERER2UEKioiIiIgIQ0M1fvu7+4HxiiIud4QdMeX5vpWLTe2kdizObvuT9M45HmkFRQ6eEBQpxb7aRprlnPPCZzGhmwsdlSJxHPGFX/4Wa5xfZC74X1mbjYRv/Pwm+qs+lNFbKJFsauCcr+7R3FiHkHZbhs6uMoXIP5d5E9pMxF0xHYu6CVrVUcJSSBAaXO6oxD7Esmr9APcuX0Oa59z3hG+fU5xVoTB1PHziP+HfOn/DfkzTp/fw1S+9k6D1pJrZeFuKF516DFEYMr23a9J5mjGnj6Aw/mt5UPRjzhuqGiB7r7XrBtvfn7xwPkdOm0E+mpL2NzATKoSYOCDuiJ9WqGNXMMYwpa+z3fqmWIzb24qF8e+HR+qsWecriUzp6SQoBpTmdjBsE6Iw5KWHHwkTroO7ug2Myx02teT1DJvkpMMpLtG1QUREREREREREdoyCIiIiIiIHOOcc773kKh5+2AcixoIiYSWiY3EXcVeMTXPCctiupoEDt5310eUrNlKrNYnjkIULprdvD1plSZI85+RnLR4fR+7I6znT+jrZMDrKsmSI4twODJDXUv7zulv4we/vbAdFjIH66iojDwxQXTFCXssIiiGu1QoiMLB41jQADlk8c9LYjJncPsc5R97IWXzQdBbOmzZp32ps6Tyoh/KsCuV5ne2KHzaZEBRpteHo7akwbUIQpJn5Bd3PvOu1vO6Fp/rzG4VM5ILJ1QHabThyVQ2Qvde6CUGRC884rf19NpyS18eDDBNDUHubr37pHfyfd/45//7Jt3PBq3ylkTTLeegxH3CbPbMXMBgg7TQ8tG79+J3HOkRl7ilVV3qmXO6wjRybOn8NxpHW0+3eT0REREREREREZFv23n+1ExEREZHdolZr8sCDqwD4xD+/qV2FwwYQhAabOUxgiLsKROXxkMP2KorceusjABx77EKiCeGI6VN8kOKFJx5BQEBazchqOTa1hKWwvX3D0KgPiYxm2BB+de/DAIwmTX8gY3wwxDnykRQTBSQbGu1FW5c7Lr3wpfzLB17PoYtnYVNLVs/Imzk2c2TVnLwV9rBNS1AMKfZW+Lv/7xWTnseG4RHCUjj2kFsOigxWAejpqbQrDDSzrB1GmdHTSYDDNjOwjlecfnz7vo1m6p9DMyerZe3f0J1jl7a0EHmq+vtH6B8Ybf9cryftcNQnL3sD3aUSAGGHby+TrK+39w3iycGovcnhR8zjBWccRW93B6970WlUyr6i0AOPrAZg9qw+CHwbqKm9XXzi5zfw83sfwPTFhGX/XF1ud23rGeta1YX8dTgshr4NGGpPJSIiIiIiIiIiz5yCIiIiIiIHuLEF32Ix5vTTj6DQqihSbfpPrds094EM6wgrrRYNbvufor/lFh/sOOXZh066PWx9FP+Yg+aQN3LizpjS9BLF6WUKU8pMm9YNwKbBKi61mMhw96b1DI7U6Ovp4JznP8sPIbOYKCAoRoSdMVk1Ja/5Vi8mNISlkLlHzOC4IxaQ1TKcdUQdMTjf1iXqiMA6H84ACt0FTABHHTGXf3r/qzjluIMAWLthaNL4TatljcssthWWGWs909PT0a5o0kj9caMwIE4hr/qf82rK6884mTe/5Dl+v0ZKXssxYeADKWP5E4VEZC+Qphmvfs0neenLPkaS+Pfw2rW+NUtnR4kj57XaShkoTC+3WyeN3TY2X/ZWcU+JwtQycU+B3u4OAFas6Qd8RREHkDsqpQIE8O9/uJX+rNGuKEK+ayuK2CQnT7J24MYEpn1tsNmuDamIiIiIiIiIiMj+K9rTAxARERGRPWtwQtsUYwzF2IdBhhsN/4l1ZwgLYauSxoRFyW0sUGZZzu23PwbAqaccMmmba7VUCeKIsBgSdcbtKh3OOmbMaAVFRkbJ05yoo8CNv/Shk7OfdwxRR0wTcNmE1jHWkY2Mt2MIOyJMKYRWpY64IybqjDGtx6GWEXfG0BGTjiS+OkBoWmMznHLCwZgcbrnrMdauH2w/hh+4XyH+zZ0P8eXPfo3zz1tCo+Efu7e3Qj46XlEEoKe7QmlWBy5zFGeUSAaapP0NOnsrANRrTaKumLirgHO0x6gFYNkS55wPIwVmvE3RLrRp0yi1egLAI4+uJc9y/tc7/i8A06d1kw77974JDCYwRL0FknXjFUVMsBcHRYz/CgJD2F1gytROVq8baG+eO3cKZr3F5pbQBUzr6WTF+gE2Do0yrasI+LDGLg2KNHPI/TjTkdRfx0L/uue1DBfHmMLeW7VFRERERERERET2TgqKiIiIiBzgxtqmdPf44MJY65mhWpW8nhMUA1+5oxBixlrIOHDb6Dxz3z3LqdUTensqHHro7EnbxoIiJgqI+3yrB5tanPWtFaZN8UGRa26/jzUDw3zsveezoX8YgEMXz2q3v3Gp/zS9McaHRFohi9K8Dmw1IypG2MwRFkLi3iIYB65VFcX4td2gEFCYVgbrfMWRSgTGkNdDZrbGsW7DEGktw4yVEGj9ce/jq6nXE77+jV8DEEUhlUqR+oA/n820FR7prlCeXWk//9LMCnFPkcoG366jmefE3X58xkFYnHiO3V5fkUF2H2cdeT3DJjkEAVFHtMvDIoOt6wPAAw+s5IYb7m7/PHN6DzbN/Q+t92lYnBxaCKK9O8RgjMFlOc4Z+vo627cHgWH2nCnUG8PktYx8NGNqV0c7KELHFL+jo3Ux3PLr4FrXlrEgzaRtrevXttjMgnEkm+o01teJuwqE0wrtx7bWqUyoiIiIiIiIiIg8bQqKiIiIiBzgxtqm9Pb4tgtjrWcGRurEPTGmEBEUAoJC4IMUtD5Av42kyIoVmwA4+OBZBMHkZcyxoAimtUhqDEFo2hUSZszsae971+MrqZmc/tZidV9nhaizFfTIHcn6OmFHTDrQBCDqLvhjOgjiAJtaCr0FwOESX4XBOEdUicEY39omDnCZJShFBHGIc44gDpgxrQdjoJlkjDQbTJ/TB60FXxgP1Izp7i7jMucX8YFGq6JId1dl0n7GQFQOKUb+XDbTDGetb2FhTHvB/am095F9k5vwPnpa98ssNskxhQCXOrC7/g0yMDDa/v6mmx7ijjuXARDHIWe/4Fhc6/1uQoNrZph4wrxwe3frGWMMUSXCZgF5M6d3wlw95OBZFEox+dQS4ZyQdChhapcPkmwcGIG5rRZU1m2zS1Rez7Cpb5MVlcN2NRDnfOgniMN2RaUnc87hcouzkGxqgoV0IIFSa3u+e94DIiIiIiIiIiKy/9GHj0REREQOQGOfcgcYarWe6WlVFAlbwY6hRp24u0hgIIhDjDHjC5oOXL71469dNwjAzGk9ZPV0vG0L4y1cgmIIDqJSSNQRE5Ujgjjg2aceyhknHdbef+XGAfoH/WJ1X28nJhyvRJJXM5L1dR/gKARE3fGEljiOIAoIAt9SJiiFxGPtZ6wjLIYEhRCXOYJC2K6EYIwhKIUUuwpMm9pqg9NsEJZDwo7It6kBClHECccvbo+zs1Iiq6ako76SSDNtBUU6y5uff+faQZF6IwFn/DmYUCFCnWf2P846spp/j9h0GyV5xvZ3rt2CyFnfRonAgDXY7QQUdpaJFUV+f+MDOOc44vC5/PqX/8gLTj8Km4w/D5s58mo26f57desZfJAlLPprw9TpXe3bTzrpYIhaQbZCQHF6mZmzfIhtw6ZhgtJ45R+bb/mFcNZhMweBr5qU1bP29c9l1r8HtvMiuhyy0RTbzP21J4Jmv28FlA41yevZNu8vIiIiIiIiIiKyJQqKiIiIiByA8mZGVk2xmW0vBPf0VHDWEbRaIQzVGr7tQRC0wwvji77jC9hbsnp1PwCzZ/Vim5aslvljMV5RJIgMYTnywY0JOrpK/MP/fgUnHbMIgAcfWk2t7hdGZx0yjUJPkagzJu4rEHb54IcJDcXp5VY1EYfD+UBJl6+I4oMoMSYMCIshpvUp/rDit4XlaNKCdhiHFLqLzJrZC8Catf3YJMcmOUHBj7cQhrz59c9v32fDxmG/rXVaMuufb3dHCZv5BeOsnmMzh8sclUoRgEYz9QGRQuirCxTGwziqKLJ/cbnzwQo7OTSwxX2dI69l7SCGy2y7okhzY51sOCFPt5HW2kkGBqqb3faCFxztv7Fgm358xkBxWhkTGYLyeFWRvbmiyEQmMEydNh4UOfmkgwmjwHeasv75zV4wFYD+Wo24e7z9C84H72xqJwWAXO7bXZnQEBR8BaO8mbdCPxaXbSfs48DmlnSo6SsNBYawGOEa/nXPU39N2ta1WEREREREREREZEvUekZERETkQOTwLSwCw+DQhKBIPr7IOVxtAKbVLqG12DsWpnDb7DzDmtUDAMyc0YuJDS7NyaoWE5t2q4SJVTwmMq1P8M+fPZXb7lnGnx5aAUChENHZUcSlvgKICXOKrcoi7aeVW1xiMYEhqLRa5sSmHXSBVnWUMGgHQ0y8hYXs1rY5s/q4+97lrFzZT9BqqTG2KFuMIubN6G3fpd5IfLeYsUBMK+XRN6WzVTkAwlKATfxicrnLj73RTJ80volBES0A70/GgiEmDnCt98GW5oCzrl1xwljfCilr5NjckQ4lYCBv5L4NU+euHfPA4OSgyKGHzuYv/vwUwAfO8pqvaGGigOK0EoRgE0sGPvQU7jufTcgmXP+OO26Rv44E/lpnQpgxzVcY6q/XCVsVRZx1PgznMj/3DUSV2Le+yi3paBOcr1oSlCJsI/MBkdximxl5Idjie8AfHPJqSt607bZf/trUeh+Fhjzz1xb2jTyOiIiIiIiIiIjsJfadf7UTERERkZ0rMNjMMjToW8/09nbgsvFgwmijQdwRExQmVAeYUHVjWxmGdeuHAJje1Tke7AgMtjFeAcEUtvKraABBFLBgtv/0/p33PQHAlL5OXOKrKpgoYEvlNmzNH99EplWZw7QDHhNtrx2GCQwmDFi0eDoAq9YNEFZ82xnbOlwchXRUylz0tqUAvOEvnkOysU426qufjI1uyowuSlNLFKcUKUwtU5xSIqxEVDpLADSb6eTHbreecVi7/fYksu8YqwiSjaRYBzadXA3COUfWyEhHUrJ6Bjhc7nz1kTwnb/gqJGExxJjx6jy70kCr7dMrX3Eq//eL/4urvnJRu01VNpy0g1Em8hUvSjMqFKeXCUphK5S17yQYnnvGkcRxyJIlh/uKP6HBBYF/nXLHlD6fyhkYnhCecfjXJcvbobOsnpE3c2wjxzYseT0jGUzIqwlEAc5aHI60mmGbW68K46wlr6a4LKe5oU5zfd2f79Y5Ncbg1HlGRERERERERESeAVUUERERETkAZbWUvJkTleJ2UKS7u9xeeE6ynGq9udkir5lQUWRrSZEsy1m/aRiAqR0dNDfWibpios7CpIBGEG35U/TG+HDHwrk+KDLWdmbq1C6izgJ5M/WfqneTx+ZyCwGUZ3dgrcUEAUEh8AvYT5MJDFElZP5CHxRZsXKjb2tjIG2VUinHMYU45GVnHM8x82ezaNEMbGbbrUL6uip0VIocc/gCggnVB4JSSCEuUU6bANRbz2/8vKj1zP7AOUfeyHw7oSjwIZBWYMBZS9QVY0yMy137Pepyh23kmBAwBtuwuDwncCE4H7RqB7cMu6XizFhrqsMPn8uxxy6c9PxcattBFxP6FlDGQNwd0dhowBiCZzD/9pQ5c6bwPz+4lFIpBiAIDIWumKyRYVNLJfK3j442aGe4nAPnKyQ556t8OOvDITazOCAshTgL6WhGWIwwxZBsuOnbxuRbD4M568gTHzbxIbucRiMjnO7HYa2vTOKs2274TUREREREREREZCIFRUREREQOQHk9Jx1OoNu1F4I7C0Vs4j/dnuYZ1ScFGIBJwZGtVTPYuHGEPLdEYcDMOT2YHNKhBJc6vwA+dqxtLCCHlZDFB8+cdNu0aV0EcYAjIhy7r3XtNjG2mROWI+IpRbLRjDA2hKXIBzyeARMGLBwLiqzYiHMOYwzNLCcCyoWYbDQFaznk0FmbPc7Bc2bwo+/8LUEQkDdzwGACsKnDGEdHZxGAPLekaUYc+1/NJ4ZxdkfFCNl5nHW+zRC0WovkrbBEAK12Ms46wlJEXssJowDbzFsBC1/hxzkIwoD+jaNc97M7ePFZx9E5s4t8MPH3HXvvG4PLtl6NYmcZGPDXh97ejic9WbC5g1bOwcSt5xIFBMXIV8Zx7HM1LMeqpQD+tSvHFCox5JbeVkjMOkczn1zKI6tm5LUUDMS9JYKC8e+F3Ic4TAAug2QoISqHZKP+/i637WvLkzkLtmknVWJymcPVHQT4NjZR1G5pJCIiIiIiIiIi8lQpKCIiIiJyIDKmtXDtGB5pVRTpKJM1/OJlkudUa83N7zex9cxWPgm/Zk0/ADOmdhMGAQQ+/JDVMvLm+OJqGG59BdkEAX0zupk9s4816wYAmDKlyw8hMIQdMaZoyGsZQTn0C9IWilNL+ISFw8TBDn/Kft7cqRhjGBltMDBYZUpfJ400pRMfFMlrKVF3YdIi71i4wwQQlSKCVhgAfNUBm+a+OkF3sX2fej0dD4pMDOOo88w+xaaWvJbiMBjjQ0w2sbii89UhmjkmgCAy2MSRp5YgtQSZgwi/r7WkwxlvevvnGRltUG+mvPG1zyVrZO2qFVnVt6CxOVsNGewsY0GyvicHRaBdPQd88MuEBtvMCcqhD0bkfi7vs0zrC0dQDKlMKVMuxdQbKQ1SIlrtgkYzHClBZHCZw0QJUUdM3kgnzeegGGCbluZgTlgMcDbApr4iCVt6CZ0jG/GtqUwhIO4pkmyokw+nBD0BjTV1zPRAgTIREREREREREXna9uF/tRMRERGRZ8pZRz3P+NCn/ptN/aMA9PZV2oGGNMsZrTU2u9/E4IXLtpxiWLXKB0Wm93S1O2OY0LdyabehMEwKnWzpcUxgeM4ph7Zvmzq1s7XREJYjSrMqrYXXHFvPiHpi4r6ir3AQ+AoHO6pYjJk1qxeAFcs3AlBP/MJtKYoxxc0rltjWeTGhIQh8K5mwEhFWIoI4ICxHRJWYQrnQDss0GuPVW9oLy84pKbIPca5VTSQwhMXAhzqsg9zich8ScZn1lTaAIA59tYjMkTczbOIrkKRDCetXDDAy6uffQ4+uIaumPrMQGOqrqlQfH6K2fIS8mjyt9kTO+VYlWSMjHU3bFYS2ZWBg7PowOSjirCMdar1vDQRxQNxZ8M87sb4VTeAzafsqM9Y6x4JNfNuf7i5fcaSetkJvDrKarxISFkPCUkg2ktLc2CCv+QorNnO+LY0xhKWQqCMkiANM6M/j1l5Dm1vymn+cuLtA2Bn5SkwWOtIyWIttZrCV0J5zrt0aSEREREREREREZCIFRUREREQORA5uvusRbrzjkfZNnYUiNvOLimmeU6s3sXbyAuSkahfZlhcgb/2jP+aiqX1k1cntGdoLooZtVvswkSGIA55z2uHt2/r6xoIiEMSGsBjReWgvnYf0UlnYRWVOp1+QT3KMgTAKt3L0p2f+/GkALF/RCoo0/eJ4MY4IWucjHU78wnDTjp8Xv7LvvzWmHSgxxj83YwzlcsEfc1JQpPUr+oTWM2ML/M66ViAhV7uJvYzLW6+Lw4c/6hnpYJOslmGTvFUtZPx9H8TGt6dJM1xqyRuZb02TOn57x0Pt406b2tVqVxOSDTdJNjVaVWosaTXbblDEWYdNctLRlHQk9QGRRo5NcraXIajXExoNH4xqz7+WvJHRXF/3z6UYEhYiKAQUevx7OigE7ZY6+7KwHBF1xATFEJdZurvLAFSbrYpLzu8z9rqa0BBWQkzg/6yvrjLy0AC15aO+egj+GuAcNNbVyYaTza6zY5JNjfb1JOyM/bWj7CsPdWQlCAwuddjch5TGqjw551/zrJpOqvoiIiIiIiIiIiIyRkERERERkQORc2xqtZQYE9QtLvUVBpLcLyLXasnk+01Y891S65k0zbjxpgcBOGnRAhprqjQ3NrBjgQc7ISmyjd9E/SfvI44/YVH7trgV/DDGYMIQnCMIDVE5pNBXJCj46iJBHGKioF25YUctXOCDInf9aRkA1bpfIC5EIc5CsqlJdfkI9ZWjjD48SFb1C+tBFGy5ncQEpZJfVG/UN68o4sBXMkh9VYH2Qv9ISlbL1G5iL2CzVnjHOmwzxzVz0v4GzQ01mv1N8kaOzXJf9SbJcbmjuanOyCPDZLWcIA6w9RxnfAUdm+WYEH5z8wPtx6g3E8Kif681NjR8yKrQCkFlbqshA/BVMNKRlKyatuar85VuCr7ah9vGfWG87UyhEFFphZrGNNbVwPr2OmElghDILISGuKtAcWqJyvyufbukCOPBrrAUEZRCurt8UGR4bM5uYRr6+xhcBtlogssd6UCT6sqR9rUwG0nJhhLf7msrU7m+yp//sBy2gyhh0b/2lazsW/2kOXk9IxtNSEf9a53XsnZASYEyERERERERERHZEgVFRERERA4wzjkaa6usXd7fvu0VLzoZE5p2BZCsFQIZHZ3cfsYY0w4/2C0EFe6483Gq1Sa9nWUOnTuDvJFRX1mlvmK09Yn3sU/UT6icsRUmNJS7y7z/b/6CM04/grPOetaEbWy2uGozh4kMcU+BYl9xuyGNp+qsF/rHvfbau1i3bpBqoxUUCSOSTQ1qq0d9sKUz9m0hxgqKxOF2x1AuxcCTKooE461nsiTzVQHS3FdnCACcX6CXPco5R17Px6t0JDl5brGZb7sSFnybIZeBMwZnHXktpbmuTj6SUF9TBWPIM0teS1uVPywuMDz6xPr244wM+aod2XCTvJoRlMYr5dgs962Wtja+pBUOKQQEcUAQBT6QklofYtlO65lNm0YA6Ovt2LzFUqtShYnGKuX454vzt5nQB7b2l79xGuOrGPX0+BY8I83xa6PLLc5B3szJG+PnNK+nuNQRliLCjpB8KCXZVMfmjsamOnmS4zJfDcQmuW9PNGFuj7WdMXGAyy15PSVoB0VKPjTkWm2uimE7OGLT3L8GgWG7ZWNEREREREREROSAFO3pAYiIiIjI7pfVUjb0+0Xgi958Nq940cl+YbnpFznz1uJitdrY7L4mMLjcbbGiyM03PwzAyYcvIowCwkqMyy3poK+uMLaojJncxmZbXv7yU3n5y0+dPIYoaC++jwUrbJITliOCKJjU4mNHHXvsQk488SBuv/0x/uM/f0e3iaEL4jAgGWhgAkNQ8r9Wm3h8Ed9E22+7USqPVRRJx+83dl4cuKbDdBtMML7abjDkWYZzlv1mFX5f5HwYYywZ5AKDa1qCOCSIxsM+edPiUotttoJS1hF2xuStihJRT4GsmvkgVeZYPzI8KThUHfEVeRobGhCMB6xMaLCZ22rFiLE5akIDFvIk83+2KlDkjZzi1BL0bP0prl7jw2Sz5/SNH9c6MGBb14qxMMJYOyhMRlbNCUKDg32+9cxEJjD09vmgyHCt7quo4AMd6VBKNpxgQkNlYTdRJSSrZT6oERjAYAqWxro6aTUjH0r8tTSz2EaGS33IrOEscSUmLkTt67EJDbaeExQMeSODAAIbYIcz8kqAzWx7fGPVZnz7I18ZKqrEu/1cyWTOOd9GyDmCws5piyYiIiIiIiIisiP26L8sf+hDH2r3ax/7OuKII9rbG40GF110EVOnTqWzs5PzzjuPdevWTTrG8uXLOffcc6lUKsyYMYP3ve99ZFk2aZ9f/epXnHjiiRSLRQ455BCuvvrqzcZyxRVXsGjRIkqlEqeeeiq33HLLLnnOIiIiInsFE9A/MgrAtK5Of5MxhLH/9dA6v/A4Mlrf/L5jAYzUkWV5a7HcW758IwBHz5vdbjlhwoCwI8ZmOcmm5oQxPPPhh6WIqBiQ1XP/afzUYgLjW3TkfiF7Z1UUAXjda88A4IYb7mZoxJ+TKAjIG3n7E/5trYX7MN5+65lyq/XMpIoiEwM0xvmqE/WMZLBJOpyQjaYk/U1sc9ttQ2Q3cK1WLlGArfuwh5kQxTfGEESGbDTBZpa8mfn5ExgIoTnY9JViQoNtWoJSyMMPrJ70ENVak/qqqq8mUgxINtZprK76yiW53WJ1Gb8obbGJJRtNaW5q+K+BBtloigkCTOhDCtuycsUmAObMmQJA1sjarWzyRuvvXK25FhR9BZ2wGBGWIqzDV8DZf3IiAHT3VADoHxpv3fXv//1bHrhvZft1rK8aJRlokg4lk1pgBcWIIDTkQwlByVdcsbkPD2Q43vn+r3L2n3+UV7/uk/zz5d/jjla7qyTLwUB5dgdRVxFTal2nq7YdUmmsr5MMNH2bo0arBVJ/Y1KFE9kzbGbJqn7ejLUEEhERERERERHZ0/b4RxCPPvpo1qxZ0/763e9+19723ve+lx/96Ed897vf5de//jWrV6/mla98ZXt7nuece+65JEnCjTfeyNe+9jWuvvpqLrvssvY+jz/+OOeeey5nnnkmd955J+95z3v4q7/6K37+85+39/n2t7/NJZdcwgc/+EFuv/12jjvuOJYuXcr69eMln0VERET2F876hclNozUA+kqlydsY7+pSHW0++e6t9id+Afv8V/8rl/79N9vbVqzcyDFzZnPKtLnkw+PhBwJDWI4Jiq07G0PwFCuKbEkQGKKeInFXDPgKJ2FHRFAICcsRUTncqZUMnn3yIVQqRTZuGuGue54AIDQBcXcBWpVNxgIz7QoP0fZ/1R6vKDLhXI215HFgE0eysU5zU5OsmpIOJyQDzc1aVMge4JwPA4z48E42mhIUgvb7zjlINvmKPC53OAe2Pl5VJyiE5LWUrJoRFgKiSkhez3nofh8UmdHbBUCtmZAONjExNNbWyYZTbCMnG0hIq9lm7wOXO/Ja5quGNDOSwQSXW8JySFSJiCoRQexD+hPft1uyevUAAHNnT8Fm1lcRMc4/xlgAwRhcYDAFH4zyga3IV1XZj6qJjOlpBUWGhmtk1gdtbrjjQf7ua9/npoceJ+yIyGsZtSdGyVvBgHSw2a7AZIoRYVfBz/PM+i8T8NBDa7jv/pUArN8wzI9+dhvlyFcCuem+Rwm7YqKeIqXpJYKOkE3FQT8g6yCzOOvIqimNjQ0amxrkrXZVW6r8JLuGzSxZPdtsTtkkx2UWExsIIKtlZDXfriqrp+2KMCIiIiIiIiIiu9MeD4pEUcSsWbPaX9OmTQNgaGiIr3zlK3zqU5/iz/7szzjppJO46qqruPHGG/nDH/4AwLXXXst9993HN77xDY4//nhe/OIX84//+I9cccUVJIn/x/Yrr7ySxYsX88lPfpIjjzySiy++mPPPP59Pf/rT7TF86lOf4m1vextvectbOOqoo7jyyiupVCp89atf3f0nRERERGQ3yNKMwVZQpMtGjD4+THXZCDb1C1Zjy1xbrCjSWvx9YuVG1q8f4ne/v58kychzy+rVAxw1eyYAtuk/RT1p0WzsW8N4ZZJnwhiCwFDoLVKcXqY4vUxYjjGRISgEBPHOLe1fKEScduqhAKzdMARAGAQ4A+lAk/qyERqrqj4Y0HqOQRRsN6xSLvmF4EkVRSacl7yRYlNLWAyIyn6RP+qI/EuwjQV+2fVs7rBJTjqUkgw0/fvZGNJW5ZfG2hq1lVWSwSZhKSQIIM98BZy8nvlKE7kj6W+0X8oNawa49cFlABy5aDYA9TQliANs4nCJhbFQBuBSS5750JDL/SJ1OpqSJ9a3wkksYTEkLG4hOBWMhca2/hxXrfIVRWbP6vWtcax/Xwdx0K5G4qeyISrG7ccwAUTlyLdC2c/CIt3dPigy0D9KM/Utow6ZMwPn4IbbH/ChuM6YNbUR1q8bIhtKSPubNFZW2+16nHM0Vo6SbGqS1zOyWsJjrUoy3V1lent8e5vOVsWhtYMjFHuLGANRd4GgFNEMW9cM61vb+LBRRFgMCEv+emGMge2EgWTncNaRNzJsI2u3DAL/WttsQvshE2Ai40MitRRbz30VLBERERERERGR3Sza/i671sMPP8ycOXMolUosWbKEyy+/nAULFnDbbbeRpilnnXVWe98jjjiCBQsWcNNNN3Haaadx0003ceyxxzJz5sz2PkuXLuUd73gH9957LyeccAI33XTTpGOM7fOe97wHgCRJuO2227j00kvb24Mg4KyzzuKmm27a6ribzSbN5vgnbIeHhwFI05Q0Tbd2N3kaxs6jzqfIM6M5JLJz7U9zKh1NGN5YpatUopokdJQLNEcauMwRjFWzMH7hamBgdLPnPFZRZP3GQQCsdTz2+FoqlQJZlhNMCDok6+qYYkA0o4iJAvLWJ/AxkNkc8wzPp8sdqcuhnhPEBofDpY4wjuBJbQh3lucsOZwbfnkPaT6+CNjcWMeO+MdziSVrhZUxYCO73fdLoeh/Hb/n3uU88MAqjjpyLi8++/jx49ebhD0ROTlM6FaQ5Tlplj3j87e77U/zZ0zWzMjSlKAUYSKDw9Lsb1BfVZsQvnA0ButEUwukow3STU1c6jdGs0qYAjQGawQ9ISNZwjv+6d+ptkJDRy2cTTqccOeqVWSRIx3wf/cIe2NcanGJJc8tjeEmubP+MS2YyLcvsrWcZiMhqoTYfPOwhp9/OWmaTgonTbR6dT8A06d00aw1IbckVUsQBu3FcGcsQW+MDcff7845bBGCUrhfveYAnR0+vHH7HY/TPPwEOopFXnLaMdz88DI2Do2SuZwsz7nkim/zf9/4mvb9XO5orKsRzy3j6jku8++DrJnTGKyzYrUP5Zx+4qG88dWns3rdIFNW+ovtupERKAdkub/WmHJAavz5t7kjTRPMxNe49f7LnG+HlCZbf41lx9nMYpMcm1h/Lajm5C4niAJcbkkbqQ91NTOcg7i3SBCb9n3z1BEFe/yfZg4o++P/k0T2FM0nkR2jOSSy82g+7T46xyL7jz36rxGnnnoqV199NYcffjhr1qzhwx/+MM997nO55557WLt2LYVCgd7e3kn3mTlzJmvXrgVg7dq1k0IiY9vHtm1rn+HhYer1OgMDA+R5vsV9Hnjgga2O/fLLL+fDH/7wZrdfe+21VCqVp3YC5Cm57rrr9vQQRPZpmkMiO9f+MKfmVKczLenji294Ff96w/Xc0bynvW3m8FRmMpUGfrH681/4Gb/61R95yYsPau9zcHUBHabE7+56sH3bD35wLeWS/9Wyp2O8lY3FEjShunKYlR3rqOQlZjGNTW6Au3699d+19kaNRkYQGJIJQZSxkMia8gascRTzmDTIGCgOk63MYeW2j7lhvf+d9Zpr7gTg+hvuImA9x+Krl9y65nbs2q182vyxHXs+e8L+MH+eqtWrR1mzdpQTjp9JcJehIy1zcDq/vb2+bpQHe5ZhAwuPwG9+u6IdEumoxBw9rY8zzlzAf956O4+te4z5+SxSk3G3e5iZ6RRmMJX1+SbuunMH59F9W745yywbNo0A8NBjd7Fy7eQdF4/MpYsOnmA1A5uGYdOODWNfsXr1aPv7ZubDGtVokFee8CwOnTmdx9Y9yu8ef5zDZ86kGEXU8iaPT13BocMLKWQx69asoSMrU6RVLSRfz12P3c+dDz3sjxkM8qdlt4OD2a3rwPL+jfz63t9OGkdHUPb72yZ/Wnbztgd9z7Y3ixyoDqT/J4nsappPIjtGc0hk59F82vVqtdqeHoKI7CR7NCjy4he/uP39s571LE499VQWLlzId77zHcrl8h4c2fZdeumlXHLJJe2fh4eHmT9/Pueccw7d3d17cGT7jzRNue666zj77LOJ43hPD0dkn6M5JLJz7U9zauOv19BYUQXg1SecyCE98/wG50jrDRyWjmg87HH3PRv4wucvbv98x/+7i44yjI6MByZ6OmbT19MBPMCMXv+7UNATEXfFpOsaFNKYg0bntfefVpjC0WcdR1jYsV9HXW5x1mFz51tiRLu2s+Lvfj/AbbdPTmiE0wos7Fo06bY5g3W6Dumj+7C+bR7v0cd+xp13rW//XK9nnPnCF7Lxv5YDcNqCZ1Oc6l8L53zXH+eguaFGx/wuClP37t+Zx+xP82dMOppQW1kl7vItPhrDCf96xY85dN4MGlnOf/ziXgCO7z6E004/wrceIceUQ1xqibOI44KjCLtCRvtrfOHOOwC49DVLOWbGLKj56jvnnXgcUdO3UipNqXBS9/HkJiVvJEx3Uzj82CMoTCvhHLjUkTdSstEMYyAoBoAhq2ZkIwk2c+T1DNfMyZKM4rQyU06eQbiFVk3LHl8P3Eq5VOBlL1yKyaE52CAs+30Hb96ITXMWleZz1OJuKvM6iDsL7ftn9dRXT6jsH6/3mJUrN/H1b/rXttkKjR0XLOa4E/12V4NkxUqOmzcHgP5GgxP6jsMWM7J1TaYkPZOON4vpHHbo4Xy7/igALzj52Zxy/EHY1DLwW39t2DBQ4/RDlhBXYvJGTpom3PHInQAUXYHTZp5Moa+IiQOC0FeqSEcz6htrxOWI3mdNG68WJTtdVkuxqSOvp9hmTtxdBANBIYAAGmuqYALCQoBzjryRA4YgMuTNnEJfidL0feNavr/YH/+fJLKnaD6J7BjNIZGdR/Np9xnrsCAi+769qr5pb28vhx12GI888ghnn302SZIwODg4qarIunXrmDVrFgCzZs3illtumXSMdevWtbeN/Tl228R9uru7KZfLhGFIGIZb3GfsGFtSLBYpFoub3R7Hsf4ntJPpnIrsGM0hkZ1rf5hTExsQLOjrI8iND1gYsHFIVrcEweRFxTS1VCr+d5+s1XolmrDweN+Dq1i3fgiAng6/4BWGIXEhJpobkfY3yUYScPhWNF0xhbhAsIUF6qdlN78Uz3veUZOCImElpNhdmryTc1gXEhei7b5X6vXNy3UODzf9i+QgtAEmNST9TdKhBiYKCQoB6UBC3ueIZ+1b78X9Yf6MseSEzhAFMRj40+0P87t7HuV39zza3qcURzy+oR/3+wc5fvpsAuDWR5/gsIWz6CbCjmYUeop86ze3UW0kvOuFz+OYzhntkAhAHIa+pUxoKHQVMcZAkJMDxhmoO0wDXGaxtQxnHYVSgSAypMMJjfU18kaGyxzGGMLIEHQUCVxAYA1REBHFm/+1cN06/w8/s6f1EFqDTSxxHBNGrTnbKnQTFSIKUUghjokmvLZRGIFzmP0soDB16njQozzh+a4YGKSzUKCvo8LrTjihfZ1dPjTEYWY+A7ZBZVqRfFMTAkPUEZMNJ5DDnfcuZ9mKjQAsmjudKIzIEx9CaWYZ9SSlmeV0T+khq6a4fksatHpROcj6E/LBlCAMiKf463RzQwNbSzHTI+Iw2vFrrWydcWRpSt6AwAZQt8R9JVzuILMELiIshO0QT9wZ46zz24HIhPvNdXFfsz/9P0lkT9N8EtkxmkMiO4/m066n8yuy/9ir/tVudHSURx99lNmzZ3PSSScRxzHXX399e/uDDz7I8uXLWbJkCQBLlizh7rvvZv368U9hXnfddXR3d3PUUUe195l4jLF9xo5RKBQ46aSTJu1jreX6669v7yMiIiKyv3j44TWsXtk/6bZkQ528lmFTi2st/taayaR91q4dbH8/9sn0aEKY5LY7HmPlKt97oqPgFypNa1HMBIbCtBLlhV2U5nYQdcc+iGImRlb2Dc894yjCMOCHf7oHIkNh2hY+Be4ATPv5b8srXn4K8+dN5aMfeR1z504BYMPGIUzg79vsbzLyyBDN9TWcBdvMSQcT8iQHu5WWNLJb2NxSX11l9LFhqk+MsGbCvIrDgEtffBb/942v4db7lvHJ7/+CoRFfmvVnd9zL//fV/ybJc1xiefyJ9Vx3+/0cNG0qpy1aCEBQDgk7Y+5ZvaZ9zML0sn9fWIfLW0ES579PBptkoykmCogrEUFkcA4aGxrkoz5AEHUVCDtjglIEgYHQQObagY8nu+nmhwA4aMEMsmpG3sh9hYQWl/k7BnHo5/KTAiEmMPtdSASgu7vMG17/XF720pOZvtjP2bAj4sobb+S93/0B6+tV4jAkCkNuXbace9es4cHla7nw41dz9a/+QHlhF+X5nQStyixD1Tof+Ox/t48/Y5oPotjUv8b1xIfJ+qs1TGCIKjFBHGCx7dSfMYYgDnHW0VxTp7mmjgnw++UW53St2JXS0SbJYIIJDWElJG/m5PWUsNh6/xswT8rpmMAQxAEmMrg812skIiIiIiIiIrvdHq0o8jd/8ze87GUvY+HChaxevZoPfvCDhGHI6173Onp6erjwwgu55JJLmDJlCt3d3bzrXe9iyZIlnHbaaQCcc845HHXUUbzpTW/iE5/4BGvXruUDH/gAF110Ubvax1//9V/zhS98gfe///289a1v5YYbbuA73/kOP/nJT9rjuOSSS7jgggs4+eSTOeWUU/jMZz5DtVrlLW95yx45LyIiIiK7yt+8/2tceNIp9M2dzQNr13HErJnYek6zXvOl8ot+NevgeTMIw4C8tSC9Zu0ABx00E4BkrKJIsPki8EnHLqa7XISmL68fdbp2IMQEBlMMydPchyj2vZwIs2b18rnPXogbTImHQswW18Gdb/sRbv8T/EcdNZ9v/+f/B8B3//smVq3qZ+PGEXqDIuSOvJERlUJMZzwpWJMnOdbarR1WdhGXu3alB9e02MzBaAKBYbBW48MvexEdxSLdlRIdsW/DcsYhi/npPQ36KhWstTy+sZ9mlvGHR5fxvMMOJhj18+kVzz4O8KGD4swKAD/9wf04BzPn97Go0g3WkVdTTOTfC86BCQOiyuZ/rcsbfrE6KIWYLVWTMP75bClwlGU5N/zybgDOfM5RflG7EvhqJu1z4d9/JgATB08pGLW/uOidvoVqY1Odjb9dTViJmNLdwbK1m7j65ltIqimFKOSulas5ZvEcfvCbO3AOrrn5Ht720ucRBONBMjPh9E/t6qCxcpTK3E5s4s/vWHub/uGqr0LhwMT++mlig0v8NdZEASYKYEKBI5s6yBxOl4pdxjmHTRwmhLAVpDJRQF7NfEsn619jY3ybGZs64s7x+WqMIU/xga0DZwqJiIiIiIiIyF5gjwZFVq5cyete9zo2bdrE9OnTOeOMM/jDH/7A9OnTAfj0pz9NEAScd955NJtNli5dyr/927+17x+GIT/+8Y95xzvewZIlS+jo6OCCCy7gIx/5SHufxYsX85Of/IT3vve9fPazn2XevHl8+ctfZunSpe19XvOa17BhwwYuu+wy1q5dy/HHH88111zDzJkzd9/JEBEREdnFkiRjw4Zh4tan/H/36OMcfdg8v+DdzMGBbfhF66l9nVx/3Qf5hw/+J7/97f2TKookqV+4HGs9c+TBcxitNfj4372OqX2dbLpxLQ5HUAiwSU5QfNKvnA4fethHF8VOOH4xtTVV+m9Z6xdtnSOvZ5BDUDCtgiKmvZj/VE2f1g3Ahg3DHBrOwKW+nYjZQrtDQBVFdjPnfHAnTywGR57kOOerf5g4ZEqxwiEzpm92vxPmz+OxDb7azsrBIZ5/wmFkmeV7d/yJ0w9dzIxKJ8fNm8MRM2YAEHaMl3AdTRP++Zpf8IG/fCmLgLyZEVQiSjPKJBs2gHVkSc7Xv/1rjjp0LqedeAhf/o9f8aub7udj73gF3VmEKW2eZnK5g9xircG13kfOOVY+sYlly321xqGhGj2dZY7om+4DCEA62KSxsemDCq3wgQkD4s64XQXnQOIrQoSAY1pPJwB3PboSgJlT/HweHK4xtbOjfZ9lazdy0Jzp7fNVisavj284+1SywYTR5jB561qcWv/npsFRwlKETfN2pRYTBbgkb7cweTITtF7rZ1itwuW+ylQQ7X+VYXYa5+fOxP+fBbHBNi2N/gZBHODSnOryhm+/BlTmdxJ3+yAZofGvjy7nIiIiIrKfc2O/906ojCgiInvWHg2K/Od//uc2t5dKJa644gquuOKKre6zcOFCfvrTn27zOC94wQu44447trnPxRdfzMUXX7zNfURERET2NXlu+bcvXsPhh89lwf/P3nuHSXKVZ/v3OaeqOk6endmctNJKK+1KWiEhgZCEUCAnkQVG+AP/TDC2McHGGIztj+CPaIIxwYCQDcIkI0QSCiBQzjluzrOTp0OFc87vj1PTM7NBWmm1aFc693Wt1NNdXVVdXVVddd7nfZ4FvQCEudOFxVLIo1N0IyPeWm+9TxUDwjBgzuwuALZtG269FueOCnO7O/nUP7yBY1csdMXEvPA5WbRUpQCbGHSSIstqKobCAEoc0oMCQuAGN4xFNzQyFKj2kKyWgoWgHKB2Fcg8Cr25UGTnzjHELCdYnnR42RM+quCPi80s69buoG92B8UwxDQ0wloX4wIs7XDHynDWZPaCbkQgmVg3ytzODl5+3EoAbtu4mTnt7SgpuOLW+7htyxZOmDef95/7PLcQAWqaO0ip4IrJ9ThxwqDMUpxTQpXyaSz84dYH+e8fXwPAxz7wGn78ixuJk4xfXXUnrzntBBACq11EjUkN2ViCaTjxgWoLsZlTfOhY87FP/JDb71rfWv5pxx6BjTNsajDGUt9cc/PKpiwqZEkhi8HTUigi5JTgrbejbcZrxyyZx/ahMYZrdQYbU+fW2x/awNK5s1rbMFSKUhjyT299Ocvm97lzSpxhmu48a/LjfHBkAhlJp7HLz6Uykpi6nooimobVBh1rZKCwet8+j7UWIQTWWmxqyBrO/UlWD7xQxGTGuU4dgvuRNc7VJWtqTC0j7C6gigqTWUyiiYcT0pEYVZSYzNLYNIHuKaIqEel47KY1BrUPLlQej8fj8Xg8Hs+hikncPYqQrmFBhhKpBOSOiwdijMgk2rkxBvKQHoPyeDyeA8WTKhTxeDwej8fj8RxY7rprA9/93u8RQnD66SuAqciYZx95GDbRiEihSgGqGqIbGaqoCCruMnHOHFf83rp1SijSTFIAnnf8kRx29CJgKhXFmqkoi6AtJGqLiIeaZKMJsqAQkQJrp4QWhyhCuUGGtJYSlkNKC9oIKkHevQ9ZPUWGj624OmvWlKMI/fnGMdY5WUykWOMcDHQjQ9dSN+Dh+aPx4INbeMuff5nDD5vNf3zmrVitwViEFJhYM7u9nUxr6gXTEnLcu207K+fNZUG3O46uXbOON557Mm3dFfgNfO2qa5j/khfQ3+5EBkFbNFUot5ZS7jbRaCYtN5GgM5qeQsQtd61rPf7gJ7/fenzD/et49WknkAw1yUaSPX4mmxnM5L9YzxCJdHaUedUZJ2ATi66nZLHGpgZVDTGpAWIAVCBnxCI9rciFItZCb3tlxktHL5nL5TffS62ZsG7LYOv5Ox7YxMuffTxoixUulqSzXGLerM7WPFUpxMRmahnAzqFxN7AZSi65/FZ+dMldHP6qZZSQpIMxNjXIUoAqB2QjCelw/v1Ugj0KSaZjUoNuZs4hKf88aOMGb4MDO2TgnHo0JnFOKaqoDikHE2sMWGjGCXZniq6llIGop4AMBEIFmGaGLEhEFKBCi4k1za11kA1MaijMKnlHEY/H4/F4PB7PUx5rjLs3se4+Sjc1Btd8IQOJLOz7vYA1FpMaJ6QP5B4F59Zasqa7b5ehRJWeng0OnicWrTVpmj7Zq+Hx7BNhGD5qU4oXing8Ho/H4/E8hdm2fQRwN8hXXXU3AD2dLiLhuBULMbFGha7QG80qApCNxC0hxOzcUWRrHj2jtWkJRYphyK5MdxpQoSTsiFCVkDhqEA81IC9+thwRDlWUU7qoSFJa0EZYdZ9HBK4bX0CrwLuv9PY6scDOwTGkEmggG0tJRxJstnsVMRv3N6Z/LKyx3H7rOgAefHgbt1z/MIeVu9B1jSxqkp1NAG7esInjTlo69cbq1H4+XK+zYWiYhQt66VvWA8B4M+ZLV/2edz73VOYt6CHsymOGjCsml0vOUaTWiCGD4pyS67gCkICBB9du3eM6H9bVTbxlyskC6QROqqSwFvR4ijUuQsdFT1kKhYA4dk4Wf/P2F9MWRaTjKclIgm5kiPxc0SpqC9ygXrTngbmnOlIJhHQDnAs7O2e8dsT8fkKlSLVmot5sPX/f5u0kYzGFnhJ6Z50AycLerpZ7zCQtZ6bcPWTDpkG0Nkgp+PdvXIYxlv+58mb+5OQTAXeuYCx134mdPh8z47y8KyY1ZPX8XDIpEgFEJCGzrWiiA4XVbl8XSmAzjW5aRPnQiTIyxnLRD6/mez+/npc981he/9wTaWyvoSqBcwqJNUabKeGgEMhiAAUXCWS1wei9xwd5PB6Px+PxeDxPGYxzZWxdG08aZRrrIl4DuU8VS6stWT1t3eeIQO5xjMlq18gklHCNNlIQHOpjUZ4nDWst27ZtY2Rk5MleFY/nMdHZ2cns2bP36qrkz4oej8fj8Xg8T2F27Bjd7blCGLgbdCUREmxqEJGaccE4WaSbM6cTmHIUGR9vkBl3Mx6FqtWBbrQlG0tmFBVFXtCWgaA4t0zQHubiBkvUWz6kbT+lctaoQXvUEonMQPCYXRZmOIrk298k+cCHEsiCKzpOFhT3JB7xHBisttRqU8X+93/8e3zlza+losJWZNNYo8n3brqFM848pjXdM49fRjqeMLZ1nItvvJVASebO7aLcXmJWVxsDw+M8PLCTH913N39z7DlgLTqPL0JBW3sZgNp4E1VxbiJWW2fXqyTWGIQVVIsF3v/qc/jwdy4BoKNS4vTDl7mVUIKop4iqBK1jLh1L0OMpGDANjSlrms2kJRK5+It/QUe1RO2hEaQUpCMxCNGKxWkd58LFn6jo6R2ZIZRk+coFvPC5x/HzK28DoDcq01Uts2N0HIBqpYgxhnojYYdscuT8PrY9sJN2GfH25zybxsYJZEERdhdcF12+jbva3D5w+x3rePkrP0maZpj8tavuf4gj5/XzrJWHgRFk40kr81uEEpsYMOxVKGKt25eA3RyQrLYkw01kIAnboj29/Qlh8nwmlAApsalbp0NhANdayzf+83IuuuRaAH54za0sXtDLKUsWE+9sUppXcSKsDERxl85IIdw/KbCpBfPIri8ej8fj8Xg8Hs+hjm5kZHFGUHRurLKgXPykEgiRu43wyPeWzpEww2QWGblrbJsaslqGDe2M6TBOnC2UdHGcPr7Xsx9MikT6+voolw/tMU3P0wNrLfV6nR07dgAwZ86cPU538I++eDwej8fj8XgeNwM7xwB40QtP4KabH2Z0tEaoFBjrCnHCdaKrad3O5NafAPPm9RAEipGRGvfdt5lyuYCeLGhlUF8/jlAS3czjUOxUAdnELjZFCIEQELaFhG0hWS075JMqZCgp9Jcp9BRbz01+VnLxjHiM6QmzejsAJxSZjI0AiHqLqOpUh31zSw2T26d6DiwmM677KNPsHBibet5aCmJqACtG89nfXEUQTYkxMBZdzwgKijtqA1z90Brm93YRll3R/ZgjF3DltfcA8KyjD3NvSTQiEJTnVRGRou0uF2fSNBml+VUEkMWasBI4B4YUqoUC/bM7WXnkQv7ivOcxMlGnUYtZOqsHYy2V+VWEmrkzTo+3QQpQgqGt7vMpJeloKzmb3jyKShYChJLOHSE102wnnEXwoeL+8EQjhCTqLiAjRaGnxF/8n3OICgFz2toodBTo6a62hCLzZ3dTKkXcetc6/uazF7NkwSxeddRKjp49m1ApbGrQqUHXM6LeYkvA0VYuMn9uN5u2DDE4OD5j+XGW8Y3fXcezTjycqFwg7C5gM9eJpydSkp1N5x6TGkxqWgIfGUiQoGONTTUoia5nLZGJtZDVUrKJDFXZ3TnqicJai0k1JjNk4zGyGCIjiUkMtmAP+v3q4u//gW9f9FsAls/v5/5N2/nJ1bfx7CMPIxlqIgK3/lmmMWMGPZGhysGUcxDkQhGD0U6AdbB/Zo/H4/F4PB6P5/HgBB4p6WiKDt29h1DCOYwUFCIQCPnIgygmyyMzU+fYZzPy5gWFSdx9Bbjr6qyWtRwwPZ79RWvdEon09PQ82avj8ewzpVIJgB07dtDX17fHGBovFPF4PB6Px+N5CrJp0yA/u/Qm7rprAwBHLp/LX777RTQaMbVfbnX1QCUI2yOyWoqeSLEWVEkBoiVyqJQLnHnmSn7969v4wQ+v5WUvO6nlKGKNIR1LWu4HqhJga86RAClQRYmJDbIgd1Ha25bbyCGLEATlALBY46InYKoAbxGP2VGkt7eNQiEkjlPWNkZYUupEVRVB+y7d/JM1fi8UOaA0mwm14Qad3VVMYhgamgDgxWcdz7U3PUCQD2KVFrdxzS338sCOAY47bIFzBBFAZpFFhYkNJx65mOOXLeDUFcuQRYlJLe+44CxOOnwxy9q76J3tREI2sYTdBcIO953P6nZxRPdu2ca24RGKKqS3v52ws+gK6k1NtRCxsK8bgDNXH4m1lvvv2AjAtolxlqmO3T5baz+1+WBbPWNkqAZAW7VIUFDU1o+TjaRkIqW8pJ1kZ5NsLJk5nzwP+mmLhKir6LrgBISB4l0XnN16uX92J/fm0UBzZnUyp6+DW+9aR5pqHlizjeujNo7q76chMrr62klHYmxiSHY0phZRVDxj9WFs2jI0Y9EnnDCbdWsmGBye4OYHN3DKsYe79Zh0d2l9xxaTaLKJJI8Nsmgp3T6qDRZBNtpEN3QuFHHTiMBZQgumBH+Pl8kBWyHFDCGETQ2mqUlHY2xmsQ1N1BYiiwqbKVCCrKkJysFB2a31k5/cAMAbzjiRU49ext989Qes3zZIKixhIFhz9xYuv/k+XnbMMRRDN/RiYg0CgvwYF8LF15hGSopz6GnlsttcPKLEPme1ezwej8fj8Xg8BytGu6abYNKpUrvxlKye5o4fELSFe732N7kAXgSSbCJtNSGpcoAsBq0xEpsZmEzX9NfRnieANHU7VLlcfpLXxON57Ezut2ma7lEo4s+SHo/H4/F4PE8xHnhwC6953ae58Du/5b77NgMwq6+DarXIrFkd2NwQREgIOwtUD+uksrSdqKuAaRosFqYJOV7zqlMA+NWvb+MTn/wRmc6LfkKgKiGqGqJKIUjZKk6KPPpASIFuaEw63QKUQ76rQ0hc570B3dCooiLqKrpOmFAQtoetbvJ9pVAI+Zv3vBQhBP/yP79ggAZB2+7d/JODJpORDZ4Dw3vfdyGvv+DzbN44iIk1gyNOKHLsioW87dVnAJBqV/TdNOCimeZ2daCKiqAaEvWWiLqdc0C1UODvX/cCnrt6uXN20Ib2QpHnnbWSnu6qKx7ng1pR+9R3fsbJR1EshKzZOMAF7/kqH/jXiwkqIVYbbL5/VQoF5s7qApxDRHNzjYVtnQDcsW3rnj/c5PFtLXoiJZtIGW86F5uOPOokHclFIRZ0M2uJRGbs10I85v38KcWjREy96RWn8qzVh9PdVeXss1axfOncGa93LuxggAa9i7oIqiHFuRVUW4gIJbKkCHsKqILi5BMP323e8+dVOfPUFQD87zW3O2vl6avWco1x5woRSSdCKCiEtIBFhBLdTNF1dw4LKgFB2f1fFVS+n+zfecZqQ1bPyCZS0vGUrJGiY+0cS+oZJjNYbVFlhYoU6XiGiQ061uhEu4itg/BUp7VhSx7J9pwVh9NTLvGV81/Du577HP7y89/l49//Ff/y/V+wpLOLYhgwWK+jqu7YTodimhtrNDfViLc2sInJP6LFNLUb9J5IySYSdD3153qPx+PxeDwez6FPLoJm+u2kEshQOLdb6QTu7CWR0Vrr3BOVQNdT0rGkNS6TjiUuCjkfd9KpgUmnkkO9SclzUHEwNjB4PI/Go+23Xiji8Xg8Ho/H80fAZAaT6N2KeQeCiy763W7P9c3KHQsmc1oBawQm0QQlRdgeEfWW8i5yRVidKlavWLGA5525Eq0Na9fumIqe2ROTBS0BMlREPSXC9si5FsS6tfynxr2VQDczVFkRdhYJKgGFniKF3hJBNXpcN5AvftEJrFgxn2aasXF4ZM8RupP1X71/a+/ZO1mmueXWNUzUmnz9W5ejk4zhEee40S4jjpk9G4DRRoPBsRobtju3hwW9nRR6SlSXtFNeUCHqLiJCgc00ZBbVFhEUA6LOgisMS0HUW8SmLmdZRAJVcU4D1lrKQcg5p65srdf6zTvZOTTOf3zjMn5z7d0ArJo/l6Wd3TS31Ig317CJITUuCufOLbsIRfLBNdvInX8mD2UpGG803eerllrTThJvdw4XqhxQXFAl7Cm4Qb2CRIaPnCH9VKYl2rJgMotuarLG1Hl+fn8XH/2b8/jx997Hs59zFMesXNA6933zk3/Gn51/JvP7elrnZCEFhVklSguqFOdUEIFEKDjllOX85btfxJe+8FZOOulwZs1qZ/GiDl75imdSCAPu37Sdq+94cObKTYsXcuJAgcksJnMZ3TKQLu6mlrWywfeEyTv7Hi/W4s75oXOq0k2DbjiBiAiEE4IIgRACGUxOk2EyjUmcoOVgyRK3xua56bBjxyhZpglDRVe1hB7NCJTkxMULOf2ww7jxvnUMjE6wdJazJf6P3/4B3SYJuwtOZJgZbOrmZWLtMtoDJ+YRoUCEbmAbKVrL9Hg8Ho/H4/F4DllyAfvemoaEFE5Ebu2UK2LNCc1ds4W7lzUNJ6yWoWz9UwVFVk/J6s71weqZLrbOicR6AbbH4/HsAR894/F4PB6Px3OAMZnrqEYbZKRQB9hGf3S0vttzs2a1uwfT7ouDsnI323msQFAJKM2rYLUhqM6MO/mnj76O3t52Lv7+H1rRM7sWD621U3EoQoByRb+gLUIG0nWT1zUoiSoc2pehQkiEBBkGhB1FhLCY1MU1MG0TPB76+zq4++6NDI3Xpp7Mt+30/cZos9+REJ49M7BzrPX4N1fdyRHz+9k6MAJAqQ6hhAwYbTR56OExNuxwQpGFs3sIpjmCyFCiygHpSIIIBGExQBbcOSBI3ABXobdEWsvQtZRifxkRgEktJtPISPHaFz2TNRt3cNcDmwC45c51fPeH17Bq3lxOP2IZqxfOhwxM5pRDqhpw/9AwN63fyGFzZ4GxrhCdGUC4mKiOCIacgwgCVCQZG3dikLZykayh3TlrknxALWh3Aqiwo0BQCtDNDPl07tASIBUu/7oQoIoKm1lMbFBFhckssuAiVqyF7tkdfObD52MzWHjYLHSiQTyCEEJbCJyI47WveTYAxx67mCzL+MUvfkFfXzvnnb6a//7NDfz8mjt4ztGHIZTrBbFpriSzYBNNPNBoDYyqskIFinQixVqL2osrjNVO2GetRfA4v2eLi7IR0u170wdsMzcAPD1WRUYSHRvQFmsNJskIKuHjXfoThjU2F7hYVFGxcdNOAE5ZvhQ9nICBRGsipXjxyhVc/eDDTMQJvdUqxloeHtjJrQ9t5NkrlxG0RehmRjrYdJE7xpLVM4QUqFKADPPv0ILRlr22VXo8Ho/H4/F4PIcIxhgnIN/LvYdU0ompjQEj3P2oAKy7vxKBJM2dCmUekznJZFRjlkzdAwkpsBaysYSsnqITQ9QZEbZFe1y+x+PxPF3xjiIej8fj8Xg8BxiTaKw2iFC6x+mBLfrUG/Fuz3V1VYCZcSWy4ApSNsu72QVEXQVEFLBrVU4IwdlnHwtApt3NtyuIanQjo7mlRmP9BGlefBYCZCG/0c8MsqSIeooUe4sUuouo0iHuQiBBhC5iBFzHvpACm1psZhFSPm6lyKw+5/4yOFEDAzbO0BOp29b1bOo7zHzx8ECxdcvwjL+/fNFvMLkIqqe7reUAMdpocuO9axgcdbE0S5fNnjFgZa2lOLuCKgWoYoAouv3exBoVKSYPtMq8KpVF7YSdBSemshYZKMK2kFl9Hfy/972O5z/XHX9f+cZlANyxeQuf+MVvWLNzEBFJgvaI4sIqhb4ypbKLvBmvNdH1DKEEpbkVKouqVJd2UF3a3lpHkw+mDe8YB6BkJBMPjWCaMy1rVDlATjturTU+egawCFQxpNBdJOouEnVEIATpRIYMBCoK3PcfSYSxHH/y4ax+5mFue4YCKfauE7HGIpWc0Q0npZwShynJiauWArB1aBSTGPREip5IpwQ8FtJa6n6DlEBIQTqeEg/HWO0ELbst10I6kVFfN0pjy8R+6RRspklGE+KBBulYgkmMc19paNKRZp4x7sRRNh/QxdqWWCQdz3KR05OHtRYdZ+5YEU4wsnG9E4qccfgyMG5weoutceO6DUgpef+Lz+ItZ7nYtvEkpplm3PLAesBNG1RCgvZ8kNpYTD0lGUuIdzaIBxvEg03iHQ3SoabLbDe++9Hj8Xg8Ho/HcwhjLPFgk9qGCRpb6tTWjpMMx6TjKSZ3GTQaTGLImhqka7yQkcqdCJ2IXCrhYjJ3RYqp+4b8Vsg0NelEOiOW0+PxeDwzObRbOT0ej8fj8XgOcqzJnSakdPb/UpA1NWEg92r1v780m+luz0mZdyhPs7C3wiIKEj2etUQNMhBY9hwNc+TyuQBsGHJFdJsZmptru0+IK4SpSKHKISZxEQIyEsggyItt+/URn3SEFBQ6C7kbAATlABHIlohDSPG4v9/JmKDBsQl0rJGhJOotEXUXscZQe2iUuPnHiTF6urJ1m9vHg9ydIcuPm2IYUK4WSVMniBptNLjunrUA9LRX6FnU1ZqH1a4YLiJJeXGby0u2IAKJLCh0I0OEApMaVEE5J4XEPY66igjlBrpEKAiDkKOPXsAvr7ydoeGJ1jLu3rqNT//mSr75wT+dsf5t5SIA440mxdklou4SMtxlf1QCtDs/6aZmeMAJRdoqJUQoW4XpsKvgImZKM52QrM2jV4JDXPS1HwghiNojJxYpKef6E0kKPUXnthJKROi+W0LpXJe0O+/axKCiAJSLXzEmw2Kd29K0c4cM5F5dg4QULFzaB8BYvQmzixRSAcK5vzS35ZFBuR1za57hzGGArKFJBptYY9xvVWZIJxLSWkrUFu1X9IvJnFuGKkh07Fx0EMKdK4VFFhXJUEy8vY6qRpTmlJGRImtkmNRApp90i2ibGtfFGLrfbatNSyjSkR9rQWfEEdU5XH/fWk6wC5hVrDCr6ASaWrn13zQwU4A2KQCyBkSgCMuBc1mJDYjcflsbRGr8oLbH4/F4PB6P55DGajBxRjqSYCacW0g6GoMQyLzxISgrsnqGDBUykO5+WglEIF2zjnXOteDG2rLxBKQkqAQzx18EpOOJa5oQTnBC02f3ep5+XHjhhfz1X/81W7ZsoVAotJ5/+ctfTltbG9/5zneexLXzHCx4oYjH4/F4PB7PAcRmBqs1uqkxsSGohq5oeACLPo1Gsvf1mVZwU4UAqRQ2csVLayxYFzAwKSyZjpSSV77imfzox9ezLhtjccEJGpx7iIvTMLEBLGJaVqwMJLrpurGtzKNZngpxKflnCUoBMnRF2CfCXaF/0lFkrEZQVlQP65hW5FWoUn4Jb93giHg6R38cILZudQXds551DG94ybP4k/d/BYAgUK7InYsoxprN1nsWL5oFIo8hmTR8KLt4lqAcYJTBZE4IoooB1liCYkAyliAjFyFkM0PQHiHDyUJ6LkIKFSuOmNdaVrVaZGLCLbuzWt5t/SeFIo0kRbaFoOCfPvdjsPChv3w5UgqkEhhtMc2M5rY6YxNOVNBeLeWuDm5eQVvoBuYmMW69Jl0U5AESvB0qyIKL8NKxQUicnXIoCdsjF6sSCif0EO6cm9VTTGzc74B2zjE6yZBFhRQCXUuRBeWEZ9aC2ruoUEhBpVqks73MyFidgYlxDl8ye9oEgHVdeXsjq2nqG8bQsZ763vPB1KDozjX7I0ozmftNmDyHmdzBSkZuu2S1jMZWJzjUQ02MNlQWtDlXkabGWvGku2mY1Ak3TEOjU01Qidi81cVNVSLnCiKUJFCKt7z0OWS1lGSg0XJiCYoujmrb4Cim4b5rhGjFBLmMGTexDGaKr4x2rlz7Ff/j8Xg8Ho/H4/E82VjnGCgjhapMxbViLCbVxNsb2N4C5XlOFBIPNjCxBilQkWu2MJlFlQQmtdQ2jaNHU3ef1R5Sml2eErhnlnQ0QwQCWfChCp4Dg7V2j416B5piMdznCOpXv/rVvPvd7+anP/0pr371qwHYsWMHl156Kb/+9a8P5Gp6DiG8UMTj8Xg8Ho/nAGJSQ9bI0DXn2pGOxUTtEa1q3AGgkUfPfPgfXs1nPnsJf/KmM1qvTS+4CSVQxSnhga6npKOJK27tZdX++q9ewmtf82wKGxOSgQZhZ3HmBG2gGyloWp0eQok8ZsE5JohI5LEbhzZCAtJZoT6RTEbPDE3UKc4q726r2rJN9S3m+4vVZkq0JCBLNF/44s/5wY+vA6C/t53Zcztb0080YqyxLcFVGE59N8uWzMYkmqDqhENCOnGAjnXrPUIJZ50r3TFgIk1QVFPCASGQgXADYoAsKkwisKlh8ZJ+5s3rplZr8plPvYV4osnnPvUz/s+5z97tc1UK4aRGgFqSMDI4wu+uuw+AbQMjzO3vcuKPxJCOpZimYSJxArO2crEVR4UEXUtbERm6kbnzg7XozBBWZrpfPC2xAoxBRcoNXqYa09RY5UQXcprIRoaSIHdZUkWFbmZEnQXkrCJhVxFrLPH2BvHOBsSGoBISduz9ll1IJzaY29fJyFidzduGZwhFxKRbid6zUMRaaOyotUSMuwn40nzf3Z/oGT3zt07uIqbLaimXXnsnawcH+fOXnIYYTYjLDYp9JTAuAmdv6z/zs9hHHCzLGi62S0WP7ZxtrW0JqiZtsZu1hA0bnaNIQQV5BvrUe4JKiCoo0tEEmxra8nifsXqTepJQInRRVNO6Ic1eXFNaWe3aQOAHuT0ej8fj8Xg8hyZWWxc7uesluxTIQoDNUnTimitMXWMSgyqrlvDdpCYXsAua2ybQoymy7K6z9WhCPdaoXidA0Y0MhH1KjDt5Dl6azZTnnf2Pf/TlXn7ZP1IqRfs0balU4g1veAPf/OY3W0KRiy66iIULF3LGGWccwLX0HEp4oYjH4/F4PB7PAcLFzuSW9YFERZK0lpFOZASdFnWA7lknFe3HHLOQX/78QzPcQVqOIsIVMGUgMZlxVpyl0Fl7hgK5p8xXQCnJggW9DGzZundXFOucNaYvVwiBiNQTLqp4shDS5eKKA1C4m+4oItrC3V4X05rQfRzB48caF4nRKoILuP7GB1siEYD+znaEEiydO4vxsQbvO/e5NNaNt15fuXQ+x44McMyR83nVC08CBEEpdI4B4IRRUrg4CW0Iy1HLHUIoiQgUqgQ6ifNjTyKURJVDhHTTYDNMKimUAy668C8xxlIqRWT1jE+87RVk8cwius0MNAyVYoGJZszYRIM77t3Qen3Dhp30Vdta+5EIBbKkGG84h5K2cjF3gciFCKErVJMX4ssLK2SJprm9jj1werdDBhEI9z0WXTTP5PdrUhersus5QuZuS+4PZ5MsiwFCOGFHcU6ZoC0Ea7EIglLwiNtYBDCnr4t7HtrClu27RptIbKZb8UImcQIkVQkRUpAMNdFj+QDrHkQWQgmsBrsfShGrDUOj4/zH169iy/Zh/u8HXkNvd5t7zUI8EvPNy68FoKutwhvPOIl0KKbQU3KiEsGjRs985T9+zSU/u5F//cSfcPTRC/awDtZ9dmvJMkMA+/5bZMEmLtscAWNpg/f8/X+xOd/WoZSg820dZ5jUoiouiizqyWNpxlPaKyXGag1GwpSyiND5/AAwYFKdxzntsnyRO/9kFiGnMteFEvvcRebxeDwej8fj8fyx0Nqgcue89RsGyDLNYUtnt8TRrXuhXRBSQKLJapkTiRTllDNjUblIZ6Opb5wgHY6RRdly6FPVkGwiJRtx9w26mREW9q2Q7vE81Xnb297GiSeeyObNm5k3bx7f+ta3uOCCC/z9pKeFF4p4PB6Px+PxHCCsNuhmhs0squhuYGUk0bF7jt01APuNMaYlFCmXot0iZKYLRVACGUpMatB5sTnsisDM7ILfE64YuufinQUXR/EUdxo4UKKX7u4qUgq0NoyM1ekvd7hBlWyyY37SUeSALP5phc1jVIQQWGtZt2HHjNc7CclGYj74uuezZe0g8zo7Z7x+2IJZfOrF5yOEE4UAoARWG+cgIiQyFGT1zDnrFKZcBJy7iMBoQVB1sU1BJXQxTtOEWqoQICOLDCQFph2XEifimMjAWKwxmGZ+HHdGtHeUmGjGjI7Uuf3O9a23bdg6xCmnLEcWAsjfixKct3IV3SeVaC9WSIfjqXUMnZiMDMLuAmFXgRBQpQCbmqd99FFQmnlLLaQTC9mC3WtkTGtalZ8npyluhIAwF4ilE6kT6+xtAEeACiRzepy4bPOWIddlZ3FROPl3o2spv/jfmyipkBOWLUJVAlRBkYzGTuiidj/f66YmHYrdfvI447yttdxz30b+4RM/YGS8DsCPf3kTb3vDcwEX07R9x0hr+l/ecBfnPWc1xVSSjScElZB4oE6hu7Cn2bt5ZJoLv3MVAG/7//6dX/78Q7S3z4xj0qkGY3O7aufytatYxFqLSVyX4mTkDrhzRFpzTiIUBB/59I/YvH2Yro4Kb3rlqYiW0MxiYossSHQ9Q5UD92Xm55g5fZ2MrW0wUKtx+Kq5JENN0ompmLhksElW0xS6CwTVyEXdpMYJSDKDrqfY1Am2kKLlPoRwMVJI0fp9l+He44o8Ho/H4/F4PJ4DxU03PcT7//Y7vPpVz+JNbzydt/3Zv9NoJHzly3/Goq5u1xwhQJsMEcgZohEhweKcK1VBsmHrIJf85hbGJ5r82fln0tNVJd6ZkAw2nEh/mrsnwt236mYG4AQpT0AssMfzSBSLIZdf9o9PynIfC8cffzzHHnssF154Ieeccw533303l1566QFaO8+hyD4JRV75ylc+5hl/5Stfoa+v7zG/z+PxeDwej+epgskMOtHAVMFQSpHX9w9MlT+Os9yOE4rF3TsopjqzXfFRhK6j3RrnRGBSvU8OATMEC7suIzNQUk97p4HHSxAoenvb2bFjlIGBMXo7q1hjkaHCtbfn36F3FNk/JjVT0rlACAQPrd0+Y5KecpXmYEy7iCh19wCgKoGLkgKEzGMhhMBmhqAtAoRzBshFFraSO0IY8niZqfmrSGESgyxHUAG02a3DSii3brsilCDoiNAN7dZHQdARUugqErRHtLeV2bJ9hLHxBnc+sKn1vi3Do4TtUSur2WpIh2NWzp0ztWly0YsInCOGrWtEIIi6pgr2qqCwkfJdKHthXwr1kwV+Yyx7lOZZ+4iuRUK4KKP5C9y+uXXHCLqhsUBQVE6YWIehnRN87sdXECjJhX/3p0TNDF3PkJFARAFWm9wG2nXsuW48J2KwJttrLMqjMTbW4AP/8j3qjSlBxC8uv403nPtMZArJUJNN24c5/Yhl9LdV+fld93Lbmo2cvHQx8WCMbmqyiRTd1HuNlrn3vs0z/v7xT27gzX9yxrRN6AQgRltsI3MDysI6sYgULVGkbmpMM3Pfh5oatLbGYhONDCV/uOkB7ntoC22VIp/9xzfSV2lj+Hp3zjANTdBRoNhbpLZx3ImoIoXNnGBn3pwu7l+7lS3bhwnKiqBcASo0N9eco4i22FpKfTxFRHkkjbagQXWGlOZU3fljcp2MxaTu98BYnFDEgMCipURGU7/RcpdBeI/H4/F4PB6P50Bw5VV30WymfOei3/Lry25nYsK5Vr7t//sKrz/5BF589Ar0eNqaXkTO5VZVQ2TormelhO9dci3f+p/fYfLo5NvuXs/nPvom7r9lA0f0z6It2l1ILqTAuH6HVuNFK6239X8/gOJ54hBC7HMEzJPNW9/6Vj73uc+xefNmzjrrLBYs2N2J0/P0ZZ+EIj/5yU94zWteQ6lU2qeZ/vd//zcTExNeKOLxeDwej+dpizUWExtsYqdcO5oaVQ6ckOPxO/k/Io3mVEFuUmVujW0JRKyesq5H5pEweSeGkQKTGpA8uhtI3u0x6ZVvtcE0XDEZY5FKPu2dBvaHWbOcUGTztmGOPmZ+HmcSgIUkd3uw1hULPY8PYwzJcIwsOEtboSQPPri19frxRy2is1zAxBm6kUd2tIVEPUWaSc05hkTSaXe0IaiGqIJE5QV6wMUwxQFhR4BJ82iZacVuoSQyUq5ArQRIuUd3hz0hBASVCLVIufNJHmMyOfv2qrt3e3DzdoZHa633bdg4gMlMS4BgmhkmdxS6feNmVh25kEIpREYSkziXE4wl6i4SVKc6VyZNMLxzwX6Q73emmZFNukFEaqr7zbLHSJjpqFLAwsPcffeaTQPUlaars4KMAkQuDtg6OgpApg33b9rOcYcvbL0/m0hJBhp7F51N+/14rNxxxzrqjYS+jjY+/eev4q///X/YOTbBFb+8k+ccvQxC6AqK/NlzTgHgzCMP557xQVRJoSdSbJJhtUUnGVktQ0VyNyen669/YMbfd961fsbfGMAY0rEEkxqCoiLsKgLWZZfnEWImNe4YtOSOI4ETV2jjhHqB4JqbHwTg+c89lvlzusnyjkWAsKdIeU4FEUqiziLJzgYqlFhjEaFk7uwuAL7+3au496EtfPRvzgOciMMkxkVOFQO3vTMNCERBYpoam87c/pPitkkmXWRkOCkwMa1j2lowShIqFzdktXWiGx9d4/F4PB6Px+N5gtm0eaj1ePv2kRmvtU8Td7iIS4tNDDox6HoGEsKOAg88vI3/vPi3AJx49BK27hxl0/Yh3vX332J0vMFpKw9nTnc7J89bSH9bG7KgCLuL7h6q6a6bhRQ0t9dJRhPQxjkupoZsdonyvLYDvyE8noOMN7zhDbz3ve/la1/7GhdeeOGTvTqeg4x9jp75t3/7t30WfvzgBz943Cvk8Xg8Ho/H81RAJ9pFzOSikPrGGrqREvUUnYPHAarvN+pOKFIshkjpilS6kWESDUKQ1V33hhB5N/s0RCCQRYVU8lGjZ8K2EBUF6Im8UCZcEd3GrhguI+mLUPvBcccu5u67N/K/V97Mi1514ozvqlUotWCtAQ5MBM5THastuqnRzQwhBUmSsWHzTgD+6/PvoCssUls37pwGEicUCdpcsbU4r0I2kSALiqiz4ArMwkWIyGDavi9ABgKT6r0eV6qgXFRNapBFtc/CCyElQgKBIijuvg+0VYoA3Pfw1hnPb9i4k6uuvocHf7uWFx51VKugfO2adVx4w018+/Sj8u1jIHNCkeLscv7xLCZ1tsBYu8+iFs/eEYGLCgmq7nchm8iw2n2/xrrz8iMiBYcvnc3C+T1s2DTIv3z2x3z2k29uCfYABobHW5P/7No7uPzme9kyOMozly7ixcvd9z0p7LPW7bMilC3nHPTjUzbeeecGAI5ZOIdqe5nTj1/OD397M7es38gZJx+FiTVzy21kxjAwPsGcjnZWqllOfxgIdFODdY4eNtFkmUFZZkQzXX+9E2+8/GUn8ZP/vYG77944w33EWuceYlJNUArIGhpGmgTtBTCWrJ65+WmDzZ2FsJasnhKUAnRqsNZlrV9/80MAnLh8sVt4NhXlFlWjlkCsMKtINpE4sYuFQnuBuX2drXX+w40PsG3HCLP7Op2YJzFTYhzpXF4mEcpgE41upGQ19/stgzzGKnCONEJKkLh4HJz4REz+TFg3AG9SJ3gxic5FJbnoJo/e8sJOj8fj8Xg8Hs/+sn7dAADz5/WwafMgAN/8ytv5zBcupa3ghCJhT4GgPWLbjhFKQUhZBGTjKWiLiTV3rnPC7+MPW8AHXnIWd2/Yykf++2eMjjcAuGftFt6w6njaigVsZtFZhm5MUJhVajlxJiNN0m2xE0dP9nAkGtN8nJmaHs8hTkdHB+eddx6XXnopL3/5y5/s1fEcZOzTyN6VV15Jd3f3Ps/0F7/4BfPmzXvcK+XxeDwej8dzKDNpdY9xnbvxQNMVlZUg2dkkq2VgD4ylSLM5KRRx9oc6cUVuEUpEINx6TbKLkEMIQVAM9smiPmgvUJpfobK4SnlRlcqSNqpL2qke3kllSQdRT9E7DewHr3/9cygWQh5Ys43rbngAk2hM7P7NcBE5QM40TwssCGsISgFBOWDz8AjGWNqrJborZXTqBpFE4FxDhBLIvEAtpEBY4QrxeayD1c49aNeCqyvGCkSw52KskAJVDAgqIWoPgo9HREjYg6uMNZZqyQlFHl6zDYBjVy4CYGS0zj9+/H+4c/2W1vSZNXznuhuZ29s5NRNjEVbkLkTuXKbrrnCvU4OJtRuG84f540ZIQdQWEXYVCdsLRB0FCl0F5/xgLFFbiCo9cm+HlIIwCvjnv38tYaC45ba1bFy/07lgFN25fHSi0Zr+5vvX8/s7H2Ld1p0c1+fihlQ1pLiwSmlRG+XFbRTnV/MYJScc2VdHEZMZsnqKSVxUzKS7x/J5swFYfYRzMrntoY1ok3cOArdu2MR/3nADW0ZGKYcR6XCCLAUE7ZHr/oude49QoBsZWS0lq6dkzYy163YA8MpXPJMoChgdrbNp0+C0lXJiSSesEgQlRdbQZKOx+42SU7+T6VBMOtJ0v40CsnqGzQUWt97wEOP1JtVigUWFNtKRGJNNOnSJGcIMVVBUFrcTdhbcOSEUHLV0HuG0HPVLr7iNa256cOr3NtvzyVzIXOxS063ImayhiYdimjubNAcaxDsbpMNN4oE6yc6Gc0+ZFIdkFotANzNMLooTgXMPyyaSPNon2+OyPR6Px+PxeDyefaVej9kx4JwMP/PPb+S5px3N//mTM1kyv4/nnXo01aITiqRG8/df+zHv+Lf/5n3f+CGyIyTsyO89tG3Fpq5YOAfVFrHyqAUcNqcXgHIU8eenPZu2YoH1g0NcvWmdu0c3EG9vtETR9YfHSUZiktGELDYYBNbfuHqe5mzevJnzzz+fQmH36CbP05t9chQ5/fTTH9NMTz311Me1Mh6Px+PxeDxPCSxgXNQMxpKOxahIIgoBZCnJYNPZ3B8AGg0nFCmVolb8TcvtYDpiqrPi8SICSdge7fKcQAbiUR1JPI9Md1eVs89cxSW/uJnb71jHs05e7rrVp3fTW3z0zP5gptwAAB5e7wrOhy3qQxUUtbVjZPW05ZqhKuHuLjkCbGrQ2sXIqMLut1cylARlF9myN5edx3W8CJABZPHUU9Za11WVGLq6K4AThgAsXtLH4PBEq4h+x+YtfOgnl/JPr3sxN6zdxGijyQk9HVMzMxYkyGKAzdy8ZSSJuotgLPFQ08dXPAHIQIGYcpRQ5QCRuwaZzLRcQfaGCCWBDFm2Yi6HHz6He+7dxANrtrH48NkuygR4wdFHsai7i45ikZ21Gn9Yu44XH38M86sdjDebFHoVhV2/x8nF7sN5xlqLTQ1ZQ+euFQYjLPfetxmA5fP6AThiQT/lQsR4vcmaLQPMx+2jN6/fyOEL+7nwuhv52+efRTaeEHYX8uUKBBbT1IhIIRQtgYZONfW6OwC6e9pYvnwud965gbvu3sj8+T0IIdCJxmYWGU6JvIKyQtc16URCWC1grHGuI5kBA2I8IewoYDHomiabSPjOJdcAcNKKJSgpqW+uEbTlx3Ue16ZjtyxVUqiioryoDd3U2MywaGEbP/3+B/je93/Pt7/7O777k2sB+PwFr6JXlUiGE2QxaInRpr4HCVojQ4GKZu4Lk5EzJjVkjfwzWksyliDGU+cChPvNmBSttPabyH3fJndM8Xg8Ho/H4/F49of1652bSFdnhb45XfzDX72CrJbR3Nmgp1ShXHDuePdt3sG9653r5c7RCe5bv40j+12SwYbtg1x7x8MAHH2Ya0QXUvLWl57OZX+4k/NXr6YYhjSSlM9d/luaOuP0k49CDafoWoapafrDnpZziE0MJhenI8VURKzH8zRieHiYq666iquuuoovf/nLT/bqeA5CHvOZ8fTTT+fCCy+k0Wg8+sQej8fj8Xg8T0dsHmmRGExTYxPbKvzJgnJFtPjAWF62hCLF0MXMGINNDPGOBsnOxpTVpsAVoB4nj1gcNq4Y5xs29o+ebped20gzVDlAhgoZqSmHAWv/KEIRFzdiXBH0EK4opmnGz352E8PDE0Be3HZ1aADWb3KxM4sXzEKGknhbA9PQ6Ak3oKUqATYz6PEEPZ5irUGGElVWBOWQoBzsNb5BhnKfnHoeCy4uwsVLmVwc4hw/IOqMWLhkZmxoX18H//LPr+fss1Zx9IoFKCVZOzjE9Rs3cPcW5zoyZ5pQxBoXcSEjidXOnUCVnOOQLCiinhJRh+9E2W8koC3WuG2uY4OQ+bbfg8ZvV4QQedSI5Kij5gPw4Lptre9pkhVzZjOvq5Nj58/jHc95NgurHVhr+c51N/GWT36Lz//Pb2Yc361zvLWP6Chi8/iWrJ6BsKiCc6+6777NJEnGqYcvoa9YIRlqIlLLqmXzUUJw621r3cCtMdy7fTsrFs/lrs1b2VmrgYV0OKa5YYJsLMFqSEZi0uGmc0rJj6emmXLCqBQjVhy1AIC771xPOu6iWiZdmMQ0/YUQzh0oHUuJBxvYxDlvqMgJPLKJlPX3b2XT5iGEElz5h3u4d+M2CmHA6553EqoYYLUl3tGYnGG+LUDljiUu/oZ8e7iYl3Ip4hknHDZj+930wDr3wFiam2s0t9RIh2OSnQ2aW2vE2+uY2OxRXCqEcI5EBUVQCtw+E0rCcoAquAg4GUh3vaHdeTwZiYkHm+hG1jr/ecGhx+PxeDwej2d/WZ87/S2Y34OupSQjsXPbiyTzF3a3HEUe2rJ9xvt++NubuSG/Ju4oFlvPL1vQ33p85MLZ/H9nP4diGLJ1dIyvX3sdVsFYvcl3fnUtdw1tp5GmoKG/2QNA2FUg7CogSy5uEWNbjoYez9OJ448/ngsuuIBPfvKTLF++/MleHc9ByGMerTz++ON573vfy+zZs3nb297GdddddyDWy+PxeDwej+eQxRjrRBoC0vHEXXFNFt0ma2/7aOX/WGlMRs8UImzmLPOTkRhrXKEpzYvesF86ER4pc8JaQHqngf2lXHEDKfVmMmNbThcjHKj9CFzx0KQa3XRRD7qeYvdQrHQOAvqgLzb+4pe38rFP/Ig3/snnXUHcWIyeUoqs3+Q6oBb0d+++XSXIgsQ0MoKOfLDJumK+igJUQT0pLjpBxQlUrDYIIYi6CkQ9JcK2iAXzemZM29fXwRGHz+Wj//g6vvbVt/Om158GwPX3rWPL4AgA/dU2TJy5f0nuRqQNJnMDfDJyRWeT5Oa93jlov5GBRJYDwmpIWA1RkcTm0T4oCY8hwmv5ctd1d999m2k0EtbuHMQYw/rBIbZkEzTbBHFg3Pk5lNw7vpM/PLwWgKtuu58712yamtnkYi0YvXcHLKsNNtF5tJLMhRlwzY0P0FEq8ufPeTa2qclGEuItdf6/k0/my+e/mhevWAHA7x5aw5te8CxmdbZhgavufwiAbDTJ529Jm6mLPooN6XCMbrgYrrERJ9QIQ4VILPP7ugDYtnUEyM9fiRNHbls3yDe/dSXbNwzn2905i5hEu7gcY51DjhKs2TbA2973Df7sL/6DkcEJrr7TrdNLTz2OWZ1tIASqHGCzKVcim1mCSkDYUURFEpPafP3z+BjjxChHLZtHR3sZgPa2Ej+77W621caReeyUaWrS4ZhsLMU0tBOJNJwryWNBSCcikYGLMUrHEuKdTbKJDN100TXxQINksEk6Hh/SIkCPx+PxeDwez+NjMtrwiWDduvx+elY36UTqmlwiF//Y19NOOXJutDfcvw6Ak1csBVws5Rf+9woA2opFSmHIyqXzCKTMY1AduuFEHoO2ySvPfgZveYFLNfj5dXfyLxf9nB/ecrv7TFhUV0jYERJ2RhTnVCgtakOWAsIu3+jgefqxbt06RkdHee973/tkr4rnIGWfomem87nPfY5PfepT/PSnP+Xb3/42p512GsuWLeNP//RPedOb3kR/f/+jz8Tj8Xg8Ho/nKYzNLDYxCCVcx4IxNDZNoIoBYaeLhNEHKHqmOc1RxCLIagnWQlDcxc5e8JgKkLsipQDrnAyEoBU3gACrNUJFjz4TzyPS1lkCoF5rznhe5N+btZP/OTCY1KDrqYspCgRWg040IpQt4YrVLmLJJBoRuIiVvblqPNlcd90DAAwP17jm2vt5xhGLaGyeINnptu/afGBrFkXqW2sz3qtKATY1iEhSmlNG1zJqceYcG57EjytDSdhZaBWFhcwdYBLN/HndM6bt7+uY8fcppxzBty66irvWbW7tU/P6O3MNmCDoDFFFhSoGiIIlKLnv1rkpGEziIyueCGSkZnRvTLq2WEvuFLLvO9hRRzqhyD33buK1r/8MO3eOUS1ESCX5xt9eQKBm/g4cP6/M2xrP4UdX38rg6AT//ZsbWLl0PgKwyZTrlc327oBlMpu7UkA2HpPVM2QguOKqu+itVlvnClUJ0LWMCEVUUDSzjBs2boDOkNNWHc7wiDvmfn7n3bzqxONgulhLW4JS4MQiDY3e2QQJw5tdBnq1UkQoQc8s58I0NDIxJdxqZKANn/zqpdy1bgu33rOeT3/4fMKqi5JSRecAMun4U2/EfOTTPyROnKjyqqvv4Z71W6kWCpy5bBm6kTlXp/y8CM7ZI+iICKoRYAkqoRNoBgJr3G+9KgZusFwHfO7jb6beiLn8d3fxo5/ewO/WreXNy0/GSokeTzGZu36wqUHXsvx40+jYgLWIUCIfw34hI4WOM2QgW9FlVjuhnIm12/+muSt5PB6Px+PxeJ7aWGPRiWsAwILMBR0ylK17w0edx6TzYC40WZ9Huc7v72oJlicJhUTm9wVrt7so1FedfBw33LsWYy3NNGO00aCjVOIdLzmdo+fMobF+HKyLPFbloNW0cuKxSxFKsmxeH8865jCuueth+rvaUe0hA7LJUHUbR0dH5G6b+bVzwTkHqtIu42Iej8fjeexCEYAgCHjlK1/JK1/5Snbs2MFXv/pV/uEf/oEPfvCDvPCFL+Td7343Z5555hO9rh6Px+PxeDyHBnkB3zQNuqFJR2KwkCWJK6gXJJgDIxSpNyYdRUJMI0U3Dao4VYZsGZuIfcg0eARkMXBOBplx9SUpCDsirLboRKB89ut+U60429VaLZ7xfKtwbMHsZ4LRrh1E010xbOacByaL1hYLqckFEwqTGrJGhtUuCsKmBpMZlDo4B19q9anteNF//Y7jPvgGTGzAZDTTlIGRcQAW9HQRb6/PeK+qhNjEUugvoYoKEUrCiSKqEj65xVUhEFhkIJ1AJLOg3WBYW7XCrFntDAyMAdDX1znjrcuXz6NaKjDRmNouS4+ZS6Wz7PaxPFJElRRKSTC2VWi2ViJDg68sP/EIKVpRZY+VRYtmUSiExHFKHKe0tZWoTTR59amrdxOJACgpeeEpq3jmEYt5++f/m/s3bGP92h0smNWNCKe+W5PtXRFkMxdLZZoJuqm5Z90WPviv36cZpzxz6SL3mUJJob+MyVwcmwgkpYLk+Ud0u6i2iYxKFCKFIM40SQmiiWnLSNzvpRCCoOyGMKy11HMHrUrZiaV6e5xQZOfgONlE6o6LzJDVMu5atwWAezZspbFxHOa1EbaH7rerEmAtpGMJv7n6TgaGxlvL/uaPfoc1lg+++BzaTUi8tU7QERF2F7D5z7iQ7jOiDUiJCN0gdFbXWG0I2yIXHRZIrLIcvmIuOjbcda9zcNk5OtESBslpXY667rLWs0zzd5/7H9pKJc479XiWzO5BVSOCkkJIiSgoVEHlwj53vpouJJGBQAYzh36EEigl3AC/se66xePxeDwej8fzlMYaJ+7QscZm2t33CdBN7RwjqyFCqtY4wWSk8K5usdZYdDN3oQSwlvXrXZTrokWzdhsPmoxRrMUxxlq62ysc9YxFvHPsTG6+dx3X3P0w28fG6SiVeMbc+ZjGdNG6IRtz1/0idJGbbqaWv37JmbzzRadTqhQQSpLGCVsbGxCBpDK3ikkMzZ0N9IQTY3s8Ho9ndx6XUGSSG264gW9+85t873vfo6+vjwsuuIDNmzfz4he/mHe84x186lOfeqLW0+PxeDwej+eQwWqDtYKsnjpHEQtiMk6gqZGSKcv6J5hmXjiLZEA8krSsPqdWbsoqX+6Po0ggCTsK+U26BTHVMWIS1znt2T8qk0KR+i5Ckdb3Zlvf52Q3z2OJP7HGohtZa9CGvAgrQ+kcYvJYFhNr0rEEayBoC1tRDllDAxZVkK5gKgUmNa4b6SCMHdq0abD1+N57N5Gl7tiURcXmoSEAOqslOrorLZcREQjCniKyILGxIWgLAZBKUOiOUAX1pH5WGUhMItGxi4JBuW6ryU6wnu62aUKR9hnvDQLFqmXzuebOhwFYvmg21Z5KSz9mTB5PpaSLzxCidVwLIRChP8YPNoJA8fxzj+Pq39/LG88/jZe9+ESGb9iBGU/3+h4TZ3SWSqw6Yj4337ue23du48gTFyJLAc0tLtrFpHtWpE2eQ5LRBCkFqqy47Pd30Yzd8o4/YiEwJW6TgURWZ56jbKIRkaB9fiedbWWGxmrsbNZZMruHeKABueuFtTO1jUIIGon7vSsXIpLhmDbhjs/hkRqNwaYTOElI8xib1mdOLY1N44glHQR5V+GOdUP86Gc38KM/3ArAS89ZzU9/fQsT9Zi/PPM0FnV3OV2UnRaLMymyEwIx2a0YKnQjcxE0RU06niBD1TpvTx47IpDMW+TioQbGJzDa8oMrbmTxnF5OOmqJmzY/n+vUcOdaJ3S5c91mvvqXbyActqRDuQ1IAFJJJ3wToMoBUZcTz2Cdm4va1VWstR1dPI4xB6/Iz+PxeDwej8ez/1hrXaNHop34Y5pTqFJgEo3JjLuejbP82jIXiky6jeRRjTp2UZAiv+/MtGbTVne/vTCPQLXWCVB0LaW5wzVijMdubGP1qsUUuou87FUn8VJ7Euee/wm2j41zRH9fSyQSdhUIOiJ0LSUZcPfnalI0nmlMQxO0RQTGomsZMjLY2I1tVJe2Exady23QHpGMxpjNdUyyn502Ho/H8xTkMbd67tixg09/+tMcc8wxPOc5z2FgYIDvfve7rFu3jo9+9KN8/etf59e//jVf+cpXHtN8P/GJTyCE4K/+6q9azzWbTd75znfS09NDtVrlvPPOY/v27TPet2HDBl70ohdRLpfp6+vjfe97H1mWzZjmqquuYvXq1RQKBZYtW8a3vvWt3Zb/pS99icWLF1MsFnnmM5/JDTfc8JjW3+PxeDwez9MXay033fRQS6ThIlmck4iJ3Y1oNKvUykM1DY2eVngzmbOVt09AjkNjmqOIDETe/e+K+jrWefGf/Y6ecfMQyHBywMB9jumFM8/+Uam4/aVWa/Lgg1sZH3dF21YHTa4TsdZ182S1lKyZ7fN+5KxmNSIQzj3AOmeAye4hXUuIBxvEg010YlwUTTPDpoasngEWEUh0LSMeaJDVUmyqnf3sQUaSZGzfPjLj7/XrB7BYhBBsGnBCkQV93W7fzTexLCiCSgipdY/L4dRMLftsy3ugkKEkqDh3n6ASElZDJ17J16tQmOoLKBZnxkEJKTju6EWtv9/1p+fOOGyttVgxNSAoC7IVteE5ePnA+1/BJf/7d7zutadSKIQEodq7W4RxMWmFvhLPPuVIAG64Zy1hZ8FFlEyaF+XHf1ZPyepT3XhWG0zqfrtU0YmmRsfdIPCKw+dx+gnLAR4xPseklqASEbaHdHdXARgemnCCp1yYZLSlsalGOjZT8DIpoisXI7J6RkephBCgtaFuEidii/Vu3YOqHGASS2NLjbSWYbTlkl/dzA//cGtrU73uhSdzygnLeM6ypZy0ZBHGWgpzKkS9TsCXjSboiXx9pHPZcvEy0onttCWoBETdRWdxvcvIixCC2bM7Adg5Os7ND27gu5ffwOd/8Bt0nsUuAokFQqVoK7rfg/F6k2seWI+qhqi2CNUWIpVzFFKVAFVW6GZGY1ON+oYJ6hvdv0n3E2vcNm9pRoVzC+IJyqb3eDwej8fj8RykWNewJAKJjBQ2s6RjCelYgkldrKhJbT4+ZREKhHJvtNqgGxnZRNpyEhGBc6m12rJ18zBZZihEIX29HejYUF8/zsTDIzQ2TZBNuHrdRDPmWcct48//5KzWagkB//7xt1BuL049F0qCzgghBUFbRHF+haAzIuyMwFhMQxN2F6ksbqOytJ3C7BImtYgoF6iHUxffqqgo9ZcpzytRnF39o2xqj8fjOZR4zEKR+fPn8/Wvf503v/nNbNq0iR/84Ac8//nPn9FJt2rVKk488cR9nueNN97If/zHf7Bq1aoZz//1X/81l1xyCf/zP//Db3/7W7Zs2cIrX/nK1utaa170oheRJAnXXHMN3/72t/nWt77Fhz/84dY0a9eu5UUvehHPfe5zue222/irv/or3vrWt/KrX/2qNc3FF1/Me97zHj7ykY9wyy23cOyxx3LuueeyY8eOx7p5PB6Px+PxPA257LLbefdf/Sd/895vu6J9ZsjGkxn2mDKSBO15odbSsui01nVLZzXnPmL1/tlhtoQiUQBSYA00t9aZeHiEiQdHyfJC2/66IAgpEBInPkl0Hg0gcpGAeNIL6E8FyrlQZPPmId78li/w4Y98D9il6KqdeMM0XVeQaWTopvtOTOL2q6y2u82qtdbtg8p9V67LXWJT7RxGjEXHecyMkgQlhYwkppl39gfufelYTDwcY7WLd8iaTihiMnNQWbtu2TKEMZZyKeLYYxcD8MDDW92LAh7c5K77F/a77ifsZPc/YC02M3m0khPJpBMZBkA9+RFLk3EwMlK7HXfVaukR3/u8567i2CMX8tbXPZejls+d8Zo1puWQEFZCglJ4UDrFeHZn8nty2eDO9cnEGbqRouupi5WyFl3PkOWAQk+JU05YBsC9D21meLTWej+4AeOslmISJzjM6ln+f41OjHPuyBnLBW3nvehEQps70OxNYOQyrQjbnQCru7MCwHCtjtWmda6z2hDvbFDfOO6i3HImhSLVthJBSRGVQzraywAMjUzkVtrO6WhWW5Vqwf0G15oJqqLQ4wn1tWPE2xqs2bKzNd8zVy2nOGz427e+mNc96wQAZHuIKiqC9oiwJ4+HmRRbSIkqBMjAdWXKXKxlUuf0I8M9uyxNCkWGJ+pce49z9qk3Ey676R6uuOVeanFMM3O/2auXLuT8s58JwGU33j1jPjEuDgwpQEpUOUS1uX+yrND1jGwsJhmKGX9gmPEHh2luraObGmsMRpuWkMTj8Xg8Ho/H89TExQ1aLKBrGclgk2Q0IRlNiAcaJMNNdD6egHHjAJP3EzIf0xKBcGMPxmBTSzLYIB5o8NBdmwGY39eJHk1obJkgHYndvWo1bAk3Dps7i394x8vpzK/ZJzlsUT9nvWAVqhISdhcozCnPuH6WkSLqLoJ27iGqHFCaU0YqgVSCYn+Z8oIqxdkz5zsdWY6IOqK9vu7xeDxPVx7zyObll1/Ovffey/ve9z5mzZq1x2na29u58sor92l+ExMTnH/++Xzta1+jq6ur9fzo6Cjf+MY3+MxnPsOZZ57JCSecwDe/+U2uueYarrvuOgB+/etfc88993DRRRdx3HHH8YIXvIB//ud/5ktf+hJJbkP7la98hSVLlvDpT3+ao446ine961286lWv4rOf/WxrWZ/5zGd429vexlve8hZWrFjBV77yFcrlMv/5n//5WDePx+PxeDyepyG/ueJOAG69bS1XXnUXJjGkI0lLDBK0uQLrZL4rgE0nO7KtKyYFEp24IrTdj87eSVeTQhQiBMQ7G8Q7GkjlXD90Pe+AFrTW5fHgnAxCgnLoOqnLzs0gqIQE0wYCPI+fSrk44+81a52zXksoYnN72KZuZfWKQGLijKzu/plUY9JcMNJIW/uWzVwHuWlq4gHnGpKOJG7QqKnJmimX/OpmLvjbr/Lfl1wDgAyc8Eg3M7CCdDQmG0uRkXSxBtbmyzOYXEB0sLAxj52Zv6CXI5fPA2Biew3TcNvG1jNWL5zPS448inQ0bgm2TB6tgRC5C4EhbI8IKgqBQB3kDhtv//NziaKAN55/2u4vCmhvL/KJ976W1738ZKy2pLWMrKHJGpnrIssFQY/kCOE5uJmMHxGAqoSocohpavREiixISnOryEAwq6edebO7sBbWb8pFE5NCkThDBC56SBXcsZ7VnXuRYOqcZFLL6IhzFGmvllrnACEENslcntEk1ubnLuFce4Ce7jYA7t2y3VlZtxxNrIt/spb6phqNbXXigQZjQ07QUi0XWrPt6XRdgoPDE/k6aeKxhM+95hX8+xtezUtWHc2O4TEnqGiLsNaSjjZZv8OdI/72/BfwjvOe6xxUtjboKjqxVaFtalA57CgQdk8tUwYgpv3kyUASlIN8u4i9RoJ1dVWJogBr4bd3Pdh6/j9++lu+8MMr+P/+33fYODgMwKkrDuPM1UchpeC+DdvYsN2t733rt/Kmf/k6/3XZ9XtcxqQDVWOLcxgxmUEA8Y464w+NMP7gCPHWuncU8Xg8Ho/H43mqYyEZT0gGmzSHm865rhIQVgI3jpBZrNbONTAzxIMN0rEEXctcZG1m3b1hKN3rQ010Hk+zcatz6Jzb1UFtwwTZaIIsBy6uVIjWOIQKpBOrGIvZJY5ZFEKCSkDYHu31+tnEhqi7QGVJx4wxJyEg6i607itMZvdrXM3j8XieTjzmEfznPOc5T+gKvPOd7+RFL3oRZ5111oznb775ZtI0nfH8kUceycKFC7n22msBuPbaa1m5ciX9/f2tac4991zGxsa4++67W9PsOu9zzz23NY8kSbj55ptnTCOl5KyzzmpN4/F4PB6Px/NIrF835UL2ne/8FpsYdGZbQhFVmYp/mKx82cw6V4d0Mq5FICPnyLE/0R2NhhOClAoR1kAy2HTF3kghcpeRaauxX0w6GQTFoBV3IQPpuqq9o8h+Mxk9M8nQ0ATGmBlFe53nAtvEkAw1sMYiI+f+4f5NOU2Yps4HeEwuMMlaNrMm1mQTKSZ2kTI//+VtfOE7l7FtYJRLf3Nra3kykuh6RjzYIKtlqJJCBlP2rjY1mDjLY4j+KJvpUVm/YYB/+ufvA7BgQQ9HHOGcM57ZOw/T1CQ7mvzJSSfyN2c/lzYZkQ7G6JqzxpWRwiYGGQnE5P5eiQirkXMJOMj386VL+7nsVx/mHW9//m6vOfGaBGtcXnVTE1YCgpKL2yl0FQjL4X4JyjxPMgKC9pDi7ArVw7toW9JOdWk7lcVtlBe1UVnSTljNc76NpaPNdeCNjtbJ6llr/7bWCR6cAMx1F6qCROBiYYQSpBMZE2tGW44ihYZoCROtyTPK606gohupi20RUOgrQeByzs85dSUAV912P6/6v1/ljrWb3MdQAllw0S4IiLc1aGyuM7LNiUHKxalzZXcuFBkacSKSbCJD5MJMKSWvO3E16XjSml6VAmoTMdtHxlFSctSiOahAOWFYalq/x7uKH8POAmFPEVGQyFKwW5SbDCVB2Q12i70MdAsh6O/r2OvXV48TtoyOAbCiYxaVpuS9L3gepx+xjKtvfQBrLZ/871+QacMPf3vzXucjSy6CTlUUqhQiCoHr7AxkLlbVfiDd4/F4PB6P5ymO0QbTyLCZISgqVDR1jSoD58xhU4tQ7p5f1zXpWEI83CQebJLsbBAPNtx4V93dLwclhQwFG7c5EfPc7k5QIItqKjIXpsa48oEoHRtslruS1jJ0ko9zKLF3l11rAUvYHiLDPd+kmnSyMca4RqxadlBG43o8BwsXXHABL3/5y5/s1fA8yQSPPgmsXr2ayy+/fIbjxyNx6qmncvHFFzNv3rxHnO573/set9xyCzfeeONur23bto0oiujs7JzxfH9/P9u2bWtNM10kMvn65GuPNM3Y2BiNRoPh4WG01nuc5r777tvrusdxTBxP2d6OjbkBnDRNSdN0b2/zPAYmt6Pfnh7P48MfQx7PE8vejqmRkVrLrQCc60NtvE6W5NMFAhOAjhN3wysBA2nirhmyOCMdj7GpJayGoAS6aQj27TJtN2q1JgDKWCa2jKObCbISYqzr7M4TNTASMp0hjK8CH6yEuxQmtTYMDo3RXpqKE9FWkzQS0tEY3dSkcUbYWQDpxmBs6uxlRVGBsNiGhiagLWk9xmSWoOTiIQyW5miTSMGVV9/VWsbA0DhjwxOESIK2CKM16Fw0Yt1jACssWaKxDZChQgQSG1mEEE/ab1KWad7/gQup1dx1+6KFvRy2tI9IKYqB6zaaSGO2DY8zr6uDckcRW59yQrGBxQSgygqtM2SknHOhBVEWZEJjD4Hf2b1td40myzJM0+VP25JsDbqZzGKlJcuyP+aqevaBx3Q8FUC0KYzUmHzXFlUn8rBY0ixFNw0IaKs4F6PhkQlslEfGxJDFKfUd4+hJl6yKc5HStZS0EdMYyEhHY0xqmGi6Yy2oa0zmzi02spSWtqEbKclwgrGWoKwI2wqogiSZiJGR4vCFfbzwucfy8ytvB+D6B9exorcfk2my/DeMgnD/gLp2go/IQpKkYKCzzZ0fN68ZYHz5GPH2BgLBgzsGuG/bdl6y6hjmh23EI01UR8h4vcnV9z3A+c88gXOOOpJCDFk5/72c/BkWkAmD0E7YOSn8EO0KYSUmsmQ6c+fbPaFN6zy5K/39Ha1riKOXz+Pu+51t95tfdSrf/sHv2TE2PjWbiZRjZ8/h2Nlz3OdfO86/vPiFXL9uPYu6u6lvGGewXuOWrVt4wWmrkJPiFem22wObthOnGUcvyWOmAjdon2aaJE6g+PS5HvD3SR7PE4c/njye/cMfQ54/Fkk9IU1TglKAtXa361MrLFkzw4xY0nqKKsppwnFLlmlMTZPGKSazqIITHTebCbfctQ6Aud3t2Ai0BKzGWotNLdlELiAXQEWgqnlDQuJiEHVTo9MMYzOMFghlsU3tIjMBEeUDHMpiIjeWZVIneAbhmjgCWveusjNEqQBdT4lrMUE5INMZUkt/rD1B+O148PNo0cEf+chH+PznP+/OB38Etm3bxsc//nEuvfRSNm3aREdHB8uWLeONb3wjb37zmymXXePK4sWLWb9+PQDlcpnly5fzd3/3d7z61a+e8dqeePOb38y3vvWtP8bHeUqxTxWI2267jdtvv53u7u59multt902Q0SxJzZu3Mhf/uVfctlll1EsFh9x2oORj3/843z0ox/d7flf//rXrR3a88Rw2WWXPdmr4PEc0vhjyON5Ytn1mHrwIWcL39NTZGwsIU01P7v+SlYVF9NDBzvVEFtG729Nf4RdRJEC9wzeT+0Xtz3h67dhoysybW5s4sbhvGt6qs7EgmQ2XbSzKd3Cbb+45wlfvueJJQwlaTrVUfO/P/kFfb0VVnI4AH+49zqMfGKtO9JUc8sda2c8d8l1V9HXt//XuH/s36Rbb93Oxo2uCHvKyXOpVsa4554bmdvnIi6Mtfzr73/Nw2tGeO4ZCznpxDnM1/10x67L/670flKTwU7cP4/nIOKJPp7qmWt+uGPtfVRuH+eweAEVSjw4voaxOyce9f1xnKHzeJmHCms4PjkCieTu9AGSu3cZSBzZ8zyOOi4iFou4/Ir1bB4adfPNEu4dWkOiZs5j04Rz89qRbOe3d14NwETmfpMvv+0uqgtjThFHUiDiV3ffx3Vr1gHwklXHkA3F3J8+zIU/vY2Tepby4lVHA6BHUh7Ua5kI67QlFZYwj4ZscsfYA3v/4KPAb25/1O2zJ7ZtH2g9PvW0Xto6DcZA/+KE3t4Sv33wYY5fNpeu/gKpTJFGEm+TLOzqQgBdlTLPP/ooN4PM0hOVOXvRMuprR1FSYYRhS3kHQ8EYn/qKa9B597tWUyqFM1fkD3c/rvU/1PH3SR7PE4c/njye/cMfQ55DlcuvWM/A4Djt7REsHOOm8dtRRjGr2UVHUqVgpiIcN7KF22+/99Fn2nyEv/fh7Vddd9W+rLpnP6jX60/2Kngeha1bt7YeX3zxxXz4wx/m/vunxqer1SrVavWPsi5r1qzh2c9+Np2dnXzsYx9j5cqVFAoF7rzzTr761a8yb948XvrSl7am/6d/+ife9ra3MTY2xqc//Wle+9rXMm/ePG688Ua0diq3a665hvPOO4/777+f9vZ2AErTGus8+84+t6o+73nP22dl0aMplcBFy+zYsYPVq1e3ntNa87vf/Y4vfvGL/OpXvyJJEkZGRma4imzfvp3Zs2cDMHv2bG644YYZ892+fXvrtcn/Tz43fZr29nZKpRJKKZRSe5xmch574u/+7u94z3ve0/p7bGyMBQsWcM4557R2Ss/+kaYpl112GWeffTZhGD76Gzwezwz8MeTxPLHs7Zj66td+AzzAySevYM3D27n3vs3MYh49eaG5Uujivt9t4NwzVrLoiH5Gb9yJ1ZbllcOZddockqEm6XhCUA6wGkyqKXQUCDoLe81l3Rv/71M/Zc2aEQCWFxezOlqKKATo4QSbWWRBYpTBollYns+J556yT9dtniePr//nPQwOTil9jjlmNatXL2Hzfz0MwIJgCR/5+iW8+Kzjee1LnwmASQ2TeSFCuu6fC//n9/T1tPOSlzwDWVboiYxkJCaozLwdsMZy3Q0PofVN9HZW6aqUeHDzAB3js1g9dwmyElJd3NaKLjKZpbmtTjoWIyshpb6ys6zFghCU51WRgXzE3ySrLTrVSOniXYTMI5isfczHwK5c9F+fB+Av3/1CXvmKZ04tszYLEmimKTu3O4H7845YzfKO2diKId3YAAmruo6hfWk7uqkRgSDscLnH1lh0UxOUg/1exyeTpJaQjSQIJVClXWJmBKiCQkXqSVs/z555LNd4zR0NkuEGYVu022tWW3RsKHQXkCXF2jWXc+ddA/T1zuPs085i8KptZCMJh0WL6DyuZ+p9xoIFJDS3N0h2NJFtIduHxoCbicKAk7tXk467wcNV3cfQtqRtj+uX1TVhW4hqCwCBHk85Y0XCvXd/k5GGi7GJTMiRo0tQ3RGNyHDhL65lVmeV+oibx/LKYk4oHgFCMNCluJYt7NhR52c/WssZr1gFwJ2bt2CB7914K3O7Ozlh/nyWTSzguM5hTj9iGQDaGJSULJ2YTzCrgMWiSSgXKqyWRyPbIgpdEc1tdfebWg7IxhIKvSW6n9H3uKKorO3nXz/1U17yvON4xRln84ozpl47dvEJ/PKy21m0sJ9qVwmkO9c8oLfzV9/7McLA4p5uzl6xnId27OTOzVt43pFH8IxFC4iU2y+UlSyK51G0Payct4nl/X0cmR5Bb1+HO9cmGt3UdB7XQ2l2BZu5THqEi+oB3OPwqXUe8PdJHs8Thz+ePJ79wx9DnseC1TZ3D939utNau0vUSn7NLgRIMPWMZDQmrIZYC+loTDycgDYUuouIQBBUI8RjuL0d3DnOp2/LxcivPptjon5EUZFtbbplg7vHDARYWFicx3EnHIcsBs5eROVpNBJs3TB8/xBmLEVIQWl+hajLRUzq2FDfWiMoK4o9JbKmJuqICNrcMWMahnQ8RgvN7++6ljOf81yCIHCfc7hJVtdYbYg6C5RmVx7XtvfMZDJhwXPwMr2+3dHRgRBit5r3BRdcwMjICD/5yU8AOOOMM1i5ciVKKb797W8TRRH/8i//whve8Abe9a538YMf/ID+/n6+8IUv8IIXvKA1n7vuuov3ve99XH311VQqFc455xw++9nP0tvbC8A73vEOgiDgpptuolKZOgaXLl3Ky172st20B21tbcyePZvZs2fzpS99iYsuuohLLrmEj3/8461pJo0t+vr6dksm8Tw29kkosnbt2kefaBfmz5//iK8/73nP484775zx3Fve8haOPPJIPvCBD7BgwQLCMOTyyy/nvPPOA+D+++9nw4YNnHLKKQCccsop/N//+3/ZsWMHfX19gFPftre3s2LFitY0P//5z2cs57LLLmvNI4oiTjjhBC6//PJWFpMxhssvv5x3vetde13/QqFAoVDY7fkwDP1F3ROM36Yez/7hjyGP54ll12NqyxbXvbzssDlg4d77NhOOC2h39phfuuQKbn1oI3du2cpX/99bUcWALE0RmSVQAWkqiKIIFSgIIMsEwgjCMHxMBegtW4b42aU3t/4uhhFKKNJtTUzsOrz1tEgNFSiiaPfCoefgolIpzBCKjI413PfmciO44rr7GBgc5+KfXsd5LzyJYiGEXep59zywie/97HoAnn/6sUQabMMQFiOklNjUQF7glKHgzoc2AXDCEYtImikPbh5g2+gEYSnC1DTUDEFHRFbXxJtrmFpKGAWYMY1oN4hSiLAWIQWBClChcoVlIFBB6/ix2qKbGTYDaSRCWIQFMZmNjCAoBo9bzFSrNdm8Zch97nNXTy3XWk476UjGfr+DiThhtNZASsGyOX0EQkGoUAsVpp659RdugwalkKhSICjlQhGZoQrB4yoOHyzIkkSTxwRllqAcgBT5YJ3wQrKDnH25xsvCFE0AicgHa62zZpaCLNMU2woE5QJoQ2fVuQaNjTYIZIAqKDJA4o7lFvk5xlqgUUcGEoWkXk+oFiIKxQhlJCmAgGKpMPP9TL7fghKEhRBpJBaBqkpoWpYtms1Nt62ZMb0eSnh4aIDf3fZAy7kEoK29TFh09+b9PZ2t59tD51xaSxMm4oQzVx/JNXc9xJevuJp/eukLmdfZwSuPd0KS8WZMowNmyzKmocl2TDmkSiEIixGV+e2ooiIMI+obx7GxRVnZ+h4ez7ngJS85keVz+pldaUMaNSNvvb+3kze96jmM3z+CMAKh3IZfsXAu/++dr+GGe9aijeG7N97Kmq3O8uierdsphgHHL5nPe1//fJqbapBZ+rMCf/v8s9yMM8g2N1FlZzsuBCitkFpgEoEiv/bQwkWXhfIpey/h75M8nicOfzx5PPuHP4Y8j4Y1LhpGSFBFhVAzx4tMZkBaRChmXJdaY917hUGpAFJBsqNBOhy3RCHJ5gYoQbAwIOiIsBZsZhGBYE+3hNZYmgMNfv6TW8i04fC5faxs6ycbSsHdBSAiSdhZQJXdPbOupwgBUaWAKjqRuEmNu0cxBiMFhUKELoKqRJR6Kq1lB2WIlkYuClNbSu0RQXvkrlWFgCqExZCk4Vx1lVKEedRs0B2QBQnxSIwSyh9nTxB+O7r7WZv9cWJbpuOOywM3VvPtb3+b97///dxwww1cfPHFvP3tb+fHP/4xr3jFK/jgBz/IZz/7Wd70pjexYcMGyuUyIyMjnHnmmbz1rW/ls5/9LI1Ggw984AO85jWv4YorrmBwcJBf//rXfOxjH5shEpnxmR7h8wSBG0dMkuRAfeSnPfskFFm0aNETvuC2tjaOOeaYGc9VKhV6enpaz/+f//N/eM973kN3dzft7e38xV/8Baeccgonn3wyAOeccw4rVqzgTW96E//6r//Ktm3b+NCHPsQ73/nOlojjz//8z/niF7/I+9//fv70T/+UK664gu9///tceumlreW+5z3v4c1vfjPPeMYzOOmkk/jc5z5HrVbjLW95yxP+uT0ej8fj8Ty12LrVCUXmzu0mi10e6oKScxcLOwvc+tBGANZsdPbyMlJA6rJWM4PNDGKaIEQEAtPUWGOAfReKXH/DgzP+7q6U0BOpE4lIQdgZkY0mU90lvgB8SFCpzIxonBSNaGtRCK6+1X3v9UbC1dfex9lnrNxtHus2TWWm7ByZoI+2PMNX0thcIx2JXVeSFJQXtrNjp+sMWdjTRTNxgzybBobdQJTQNHc2QUkamyYwzQxVCZ3QJEtJxlLK7QUwFrQBbbBWopvu2NCJhlxrrZMMnRhkADKUrZtsm2Vu/7ROTCKCx7evrl/njrnOjgptlWKrQ0E3M4LMzbOR32gu7OumEE0NdMhAYrAICbqpQbrnZOAKtUIKgl2jGw5RrBWQOw6JUHpxyFMMIQUiFAQlhYycaEvXM0xqCMsBqhpBZpBFRVevc/0YqzUJKmH+ewV2L+lWNrOs3bCDz/74co6a08/rnrGafz//NVzxwIOYZi5MFM5hSDc1QonWoJY1Fh1rhJJIJQkqISY1mEQjC4qlC2bxuxvuYyKJqUYFVDVET6Qc1T2LC99yPkmmuXvLVv7rhpupFKdEj8cfvpDzTl/NVbfez8LuLgB2TLjYnIX9PXRWy/zod7fwgR/+lBevOprXnegcTrv6qvT3lrDWkuxsosenYm6EEBRmlVBFtz3C9pDyvAq1TRNOaBGImW48jwGlFEuW9JOOJW4Av6Zb5zxr8q5RYbFm5iI6KiXOPtE1xzy8eUdLKLJ84Wwe2LiNax9Yx2jcJKpKxEQuFjWGPzy8lmcetphCBtmYO/+JUKATjWlqdw6QU9ceVhu3HpOD8B6Px+PxeDyeJw1rDCa1GG3d9f101zdjnXBCSkzqHiMFMnDCEaMtzS01TKLd/V9RIcIpBbieyMhqGWFHRHNHnWSwiVASVXIumkElQJVDRCBoDjSob67x61tcnPHzTz7G3TfnCCUozqkg1DTBCqACiYpU617aFm1+32/IJlLCzgLF2RW3zrtcegrhpit0FJCVADL3+awB8nGDyeVZDYROPCOUIOwsOMfS4lPLJc/z5GIzy/qL7n/0CZ9gFr1xOSI8cPdmxx57LB/60IcAl6zxiU98gt7eXt72trcB8OEPf5h///d/54477uDkk0/mi1/8Iscffzwf+9jHWvP4z//8TxYsWMADDzzA8PAw1lqWL18+Yzm9vb00my5X6p3vfCef/OQnd1uXJEn49Kc/zejoKGeeeeaB+shPe/Y5eubJ4LOf/SxSSs477zziOObcc8/ly1/+cut1pRQ/+9nPePvb384pp5xCpVLhzW9+M//0T//UmmbJkiVceuml/PVf/zWf//znmT9/Pl//+tc599xzW9O89rWvZWBggA9/+MNs27aN4447jl/+8pf09/f/UT+vx+PxeDyeQ4+t25xQpL+3HZlYQiUp58p6tYeb0NaNq7Ho1LjitTakE4agEiCURDcybGrhMRh+XH+9Ewycc85xnLRiMQtlD9moKwJFs4oElRBVCmhurrn1OITjMp5OVMozHeyGhlzBM05TymFEqKb2sV/8+lZOP/YIws7CjEGVh9dNRSxuHRxh7lxXPG0ONEh2NpGRK3KapqG5vcbQqNtHOspFerpcXummHc6ZQxYVejyl3hzDphZVDVuiIxlJdD0F4xwLstRgtEVkBpO4QqVJ8liD/LEMBEjXSSSkQIZT+6WOtYugESa32BXIwAlKTGKw2hCU9y7WWL/eCUUWLeglq6XIyM3bxKYlmKrnQpjD5s4Ca7GZwRrrCuRWoKIAa0CFAllQj1u0crAi5NRgmooev3uL5+AlKAdgiqhK2DovqHLoBpGVxKYaWQxQRUVXrzvex8cbuTAqPx6NJWtq9HgCOOGhDCUb1w/wjxf9jFOXLuX1JxyPzFsSz1p+BMmAi42RufhIFiQ2tc7ZSgAIF21UCpAFJ2IRgcRaUAXDskXuXvzffns1f/HCMxiojdNOSFsWUAgCokBx/ML5HN4/i4loqosrUJLXn3YiJyxZyIY1OwC4dZ1zSVrc2cXiFctYt20ntzywgUvuuJvDZvVy/ML5FNvdD64Qgqi3SKoE2UgupAjc8T+dsLNAxcLEpvEZ563H9R1VQ0SkEEKgm2lLZCNCiQAa+cD+3pjd09F6/Nzjl6O14aHNO/jqJb/j7oc385ZnPZOxZpPL732AjcMj1CPNS09YRToSuw44AzbViEiCFZhY5xblbuBd2LzT058ePB6Px+PxeJ488sYHGUmsdjEzsmDcfZwS6EyTjqdgE0xqnE5ECkQoUcUAExsnDA4EshrMbB4STlyejsZEPQXSwaa7ZzaGtBmDtcT5NFFPkXQo5v5t2xkYnaBcjHjWymWYzfn1f0ER9hZniEQAJ2QJBNOzbYRwYxFCKmTBuPUVU6s2XaxsrXMdlZG7r1CRE7FgQceZu4adXKa27u881lYGgrBtSgjv8Xj2zqpVq1qPlVL09PSwcuVUU9pk3XzHDne/ffvtt3PllVdSrVZ3m9fDDz/ciojZlRtuuAFjDOeffz5xHM947QMf+AAf+tCHaDabVKtVPvGJT/CiF71ovz+bZ88cVEKRq666asbfxWKRL33pS3zpS1/a63sWLVq0W7TMrpxxxhnceuutjzjNu971rkeMmvF4PB6Px+PZlVo9ZnS0DsCszjbKYURbccoBot6YeaFbH42nbpY16HqGNRDvbJCNJ0SdRQr9JazlEYtCu5ImGTff/DAA5734JPonQmoPO1cIEUpU2V3yyYIi6i+RDseE7U8NN4SnOlFh5uX64JBzFMny2IVASp517DKuuf0hHtq8g/rmCUratoqaWS3lvvu3tN6/ZdswJ6xcgrWQDMcQgMiXIZUhG0tbYpSOYom+/k5evGoFJyxcwIN3bGLZynlOWAK7DS6JQEJTk42nBB0hJnGuBSIvOAKu4Fxz4gxrLGhLFmfoWoZQAlUOXDxTPcXE2lnU5u9DukEhDK4LSkmssXuNe1i33t20Llo0C6FEK4LJRdu4x/XcUaS3UkFPZM5ZRQn3GBABqIJ0g2l5IfephAwloZoUDTy1PpvHIZR0nYLW5s4g7rsWQjqrZyVRBbdvd7S76JmRXCw22aVkjaX20KgTUgF33bSN/77qBrZuG+aTr3wpneUSAHds3cKND2/gdSetphJFyLIToMhIEnWXsNpicnchGUhEpLCZbgkthHTiEZNqli+fB8DdG7by0Yt/ztbhUZbO6WXdtkHOPfFoqmHECf3zWNDVSTmzJEMuB900M0xsWKTaWHS4c0jZMDTMYXNmsfqkpaSDMX//mhfw/Wtu4eIrbuTzl/+WP3n+s3j5suOntpkQhF0Fd95oakRRIkOJyZxttwxFa5qysQQdhf07NwiByCOBZBhB29RLup4hCgrGUmzuWoYU7nybL7OjUmpNv/qIRdTjhIc27+C6u110z79d8bsZi9s2Mk7QHiFCSby1PllzwCaGZNQVFgCkEm5AXgrC9givFPF4PB6Px+N58jDGko7GqHKYCySsE3+kKaqgsLFBNzLXDBBIpHTOGibWzlGwmTlXjUDt0WFWRhLd0DS31TGJmdEU4lbAYhJNvL0BBq5/YB0AzzxqKRGSZi4sLswt7/naWLt7bbEXrYYIJEJORuXkzp6TmbtCtN7rHP2ki9/JxwJUyY1NyHwcLSgHqCB0Diyx3vMCPZ79RASCRW9c/ugTHoDlHkh2jRUSQsx4bvL4Nvm45MTEBC95yUv26AgyZ84cms0mQgjuv3+m+8rSpUsBKJVKu73vfe97HxdccAHVapX+/v6n3FjcwcZBJRTxeDwej8fjOZTYlsfOtLeVqBQjClK1CmYGy6ZtQzOm3zk+Qce0QotQAptosvEEgSDe2UDHmqi7gNV78frfBWssd966jlo9pr29xGEL+xn83ZQwIOopzrigDiohNtG75dl6Dk7SZOagxqSII8lchMurTlvNysXzueb2h6jHKfU4gc1T02utWbt5oPX3lu0jgBOQmKaeYb0qlASlGRmt0VUuMa/URrEhef2JJ7SmGRuYoKNvqopptSEZjEG4DnuUIBlLyBoZupFR7NduaGdycEZPCRJsYmiOxFhrUXkkRjqakI2nbv9XApNZJ9QIXdeUbhrXYRQ4kYircO5FKJJHzyyY3e0Gy3KBi2lq0jxyoVouUiyEPP+Fq6l0VUFKkIL6+jFMw4AQqJLr0JJPURceN7jmb7qfqggBwlpnvyzy7zoxGCYjlKYGWDs6nVBkLBdATkYtmcSABFUNeWDDdj7+Xz8nyTQnLV5IZ7lEPUm4+KZb+c29DwAQdkT82QtPQyjQYxkilIDr5JPVqQEmF6siZvweicAdaz2zO1g4r4cNmwfZOjwK0IpXecZRixkaq3HhtTfw9y88B2mn3D/cTPJ/+c/o+sEh/vRlz6E0u0JQCKhvmeCEJQu4mBuxwNzeTme33chAgCo6d52wo4AtZS6jXQhMolGhG0BXJSeukZFERft3bhDSRW1Nbmcn5HHxPG6bKKzKWqYeJjMwOXAu4Jh5cwiUZH5vF91RkVOPXsZ3fnUt1jqHlaVzZ/HAxilnqaHxXAg0KQ7LXZrioaZzUCrI/PuZip4xxqJ8A6bH4/F4PB7Pk4bVlqyeoWNDkGrCagEZCUxm0PXUOXJa2xKBQ27ekcfLpJlGWLhz7Wa++OMrefdLn8vyOf3uerYY5PfCmnQ4cQ0aQnDXms1cd88a2spFXnXGCTw8MMh//uxqRmoNtg+75qRnHXNYS4whC3tprrAWa4277t9Lo4eQAgKJzQxaO4fesBq5eMZGSlbTbl0LzpFwxj2EEASlwDnz4iKfVagwCRi8UMRzYBC5y87TndWrV/PDH/6QxYsXEwS7Sw4qlQpnn302X/ziF/mLv/gLKpXKo86zt7eXZcuWHYjV9ewBLxTxeDwej8fjeRxYa9m8wRWtZvd3gpSYWsL8XhfrkVnD+u2DM96zo1ajq9jRer9OcmvQzCKrAcJI9ESKKQfY7NGFIs16ws9+eiMPPLgVgBNXH0ZUDlpuCYX+UstNZMa645wSPAc/SR6NMsmNNz7EF774c1ZnzrpxSXc3be1F2spFxutNhppNqrNKrcGZTdtHnagkZ+O6nZjMko4kYPLoibydXAhBIizNNOMlq46hYBU2MSBgcKJGT6UCExo7y+YRCRnJ9kYrxkXXMoqzS+hGim5Ms4sF0nFXxM3qKVHVue5ktRQhIWi5pghsKPId1BVjRd7NbjInMFGFXOyRWnQzIyiHe+1ImoyemdvVQTzYJMw7opLRuNUxf9Si2fzgy39JsTKzYyLqKdLcVnduCKFyERDeccNzKCIFMs8vnxSEmDz2bEa8DNDZ4QZsxieaZJluDXoJKZCFAGMs//7Tq0gyzbJ5fRy3cD4AQ1mzJRIBaCsXnUuIMVicuMumbnCYSRGENoCLpJl+bDnxhcJqw6pjFrFh88zf0VIhZOXS+WzZOcKXtl7JT2+/i5eduMpFvQmBCISL2ZGCdDhmtFbnjc87mdOefSRCQNRdQEhYYi1LZvcyMDrOkYvmoGsZMpIY7TolZX5esto5q9jUEHaEBOWQdDRuiUWsZa+D3fv8FYUSUY0w2sV02dRisS3BS9geUugpuq7JXLCi6xk60aChP5J84R2vo627jApDug0cvXAud63fwrOOXMqpK5fxse/9srW8obFa63t1HxJ0IyPsLBCUpg24SwCFTTLIc949Ho/H4/F4PE8SxgnAZSDIxlJsYgjbI+cmGrjoViHkXjvvncOm4N9/fBWvO/44loYdpDub7kUlGIkb3D0ywJnPOIo7125h6+AIX/nf37bev3HHEGu2DLB1cBQlBOesWM7xC+dzdLWXZMDNZ0a0i7GYVGOTSbdcF4Mj5Z5F1iKPmk3rGaqgCNuillOqLAbIMHFxOpHc9yaOvClicszD4/E88bzzne/ka1/7Gq9//et5//vfT3d3Nw899BDf+973+PrXv45Sii9/+cs8+9nP5hnPeAb/+I//yKpVq5BScuONN3LfffdxwgknPPqCPAeMx1wiWLp0KTfeeCM9PT0znh8ZGWH16tWsWbPmCVs5j8fj8Xg8noMRa10nx6YNroA1Z3YX2ViCTrXrTAYaacqGgeEZ79u8dZCjj+h1fxjXPWwaWZ7T6qw0sRlZPWsV3/dG1sz4yY+u59++8ovWcyccswTT1FNuJJPFt/wGXQBi8sZ9Pwtbnj8OcZLt9tx3v/d7jn7ZCwEolwuISDGro8p4vcmOkXEWze7hmrse4j9++jsW9HXNeO+W7UNMPDiCiQ0ikNS2TXDFrffR3V5loDbBd6+5GYDD+2YBICJJoa/ERd+7mreccCLtpSJ6InWCix0ug1iEEiyu86epkUpgtItRsMYJOiY743XTkI7FYCCLNUF5pspjMqPY/QG66Yqhpum6h4JK6JxHxlJMqok6ChDuPkiUZZrNW52jz6L5vehmnlksXCdWq1Nfid3ifQAKPSWyeooshbnDgdhrxI3HczCzqxgEQBX2rK5qa3MiM2stY+ONViTM5MDqDfeuZd22QUqFkH+44CVEwy7mJSzPVBC0lZ0YzGqLlQJRVATV0LkCxdoN8IYukkbsYZBXhhIdS1YdvZCf/eqWGa+dcMQiwkCxaHYPr3/eSURhQGn+7lnI4ARfve0hz5rVhpq2jmFngWKs+ejrX4yRlrZChGloSvMq6EZGc1sDS4YoBC5qRkmCsiKsFhAKwo4i2Ca64UR4+3tuENKdX2QosdG085MQ6CRDhRIZKWT+m66Kygljcgp9RcpZe+u5bCzhz1/zXP73t7fx+rNPol2HvPuVZzLWaPKtX1zjhCLWTl0j4Jxc9uSMIqRzE3HXFd5SxOPxeDwej+dJw1rXU6EEqqzQTY0ZbBJUAlQlctGt0y7Xtu8c5SOf+iGz+zp57UueyVwqZLWUD7/wHDpKJbRx1/GmqUFbOoMiN9z2MHc8vIl5xTbiLOPUZUvQAm5fv5k/3PkQAO2lIv/vNS+jGkRutZKpJqdJYYdNNCbWyIIi7C0QVgN0nKGq0d7NLEV+n9IWOoe/QLrI2fxaefJ+QuxFaLLHWUoXg2tTg9eKeDwHhrlz5/KHP/yBD3zgA5xzzjnEccyiRYt4/vOf3xKGHXbYYdx666187GMf4+/+7u/YtGkThUKBFStW8N73vpd3vOMdT/KneHrzmIUi69atQ+vd7ZriOGbz5s17eIfH4/F4PB7PU4y8KL59wNnh93W1kdVTgqKir8PFctTihIGaiwkplyLqjYQtW4bgqHwW1uY3qwY5rcgkQulsQ5vONnRP3SDWOJv4G25+aMbzKxfPoznYxOR2m0IKMBZdS5EFhbUWM5GCmblMz8FLMk0o0tlZYWTEdYJneRZoueCsWF9+7Epubd/IzpFxAL7xs98zVmtw91on5jjv9NX88Le3sG1kHJMZREGSDDQRseF5y49oLePa+9bw4PYBlvY6UXhhVgkZKWZ1t3HpXffw+hNXt7qFAFQlIJpVIhtPSAdjdC0j6C8htMEmeZQDtArOMpJktRQQMyxx94QMFelEhpDu/Vk9y48LAFdM1ZnZY+ly48adaG0oFkL6+ztcF35+XKiCaDn2CCn26BQiQ0FxVoWg6ArZcg9iFI/nqYZSkra2ImNjDUZHanQHTlyxdXCU391xO9fc4X5zXnTKKtqKBRqxcwrq7W2fMZ/2Sp4xnP+GBYXAiVUCdw7APrK4QkhBUFSsOnZx67nlC/q5f+N2zjj6CCdyEILXnHnio36mSaGHyIVrk8stzirRBaSDTfR4iqqEqEpI0OYGvJs7GohG5jo3Q4UqB+7cmVlEIAg7C9ihGJ2YJ1RENikaaf2d23PbR4jZkqFETtPqhB0RR56wkCNPWIjRlokHRzntqGWMjjf41i+uYbTWoDnapFAKW7HvJtnLyLkAY6dicDwej8fj8Xg8Tw6TjnyIqagVk7omCt3QmNwx1KQWXUv4xoVX8tC67Ty0bju/v+F+/vVVL2VeRwcdpRIbh0f4ym//wMff9SrWbdiBGE5Z1NPN8Qvnk2rN2Uctn7FsYy13bN7CLes3cc7xRzmRiHQCbCfy1i72UbnxJ4yl0Fem0FdCBrlLYV21hCR7QgiBKoduGpFfx4fOwc9qg9XW3Us8hltzJ8YWWK1cr5QfB/M8Tbngggu44IILdnv+W9/61oy/r7rqqt2mWbdu3W7P7erSc/jhh/OjH/3oEddhzpw5fOELX+ALX/jCI063p+XtiTPOOMO7BT1B7LNQ5Kc//Wnr8a9+9Ss6Ojpaf2utufzyy1m8ePETunIej8fj8Xg8ByX5deiWbc4xZFZ7FRk5W//uahmAsUaTkbor0q88cgHX3/owazYMoPJ82JHxOp3GoGNDNpaiSgFhV8EJRWopup7mERx7WLyxYCyj4/XWc0sX9jFnfhc6MTDNLUHXM1RbRGWh67iub5og26knPeU9Bzlv/pMz+Mg/Xsy55x7He9/zUv72gxdx881rSFvCbUsy0OCEefM5Yd58HhjeibWWepyghODw/lms3TnES089np9cfRtJmjEYN+hsuo4jay3XrlnHcQvmUY4i/vTZJ/OlK6+mFLkCosg7zGd3d3DRjdfx8uNWUgpdRVJVAqI+50CgKiHpYOzmCXn3T0Y2kRJUwymhSCgI1MxbEJNZstEEEUmCaogQ7jmrLWF1aloZyimnHQnZRJaLrWzrWJkUnqxf52JnFszubj0np2XHTo92spnB5gNu1rjlqqIEXIZyUAr23vXk8TzF6GgvMzbWYGS0TmfRCUBmV9s4c95SXrN8JcP1Bp0L2tF1JwITSlBtKzKnp4Otg6MsmzOL4xfOcx2P+U+NmCa0muEa9AjISDF/SS9nnHIUg9vG+Je/fQ218SbFMfP/s/ffcXZV9f4//lxr7b1PnT5JJr0QkhBIAglSRemhKSgXsYNdRL1f8Vq4V7lgAdSPoteGXgv6s3HFiiJSBEQ6SA9JKCmkTjKTqafsvddavz/WPmdmkpmQAEHKfj4ek8ycs8/e++xzdlvv1/v1Ih6IEAiQILMj88m3x8YW2eBhyq4bEQsqJxFSkJuQx8sqBp8ewG8O6o4dmfF5ZKAorx/EaO3O21Yk8VceuhJDEmNjjakPfu8JhBSIJKt9t0bFE6QSBK0Blc4yze1FPCWJtWHQM2TAbRNtMVX3ecYlTdwfOielxIFMlyKMfuY4vJSUlJSUlJSUlD2Idde2w5stpC8QnsLG7rq7tLYfU4lZu7Gbm+5+DICJrU30DpaZUHRjQr/954P84cFHiI3hD/94gN/fej+z2tr4r5OO48g5s+vz3lIZdI1Q2iJj2H/KZPafMrn+fDAuh1eojQ34YC16IEZmJcJTI0QiUBNws9N7ASHde8SAyvuopOHJxpa4HCPU2NE6Y+Hl0vzElJSUlJ2xy0KR0047DXADO2edddaI53zfZ8aMGXz1q199XlcuJSUlJSUlJeXFiDEGXYrYvLEHgImTWpCe67ht9DMAdJVKbOtzQo7jjl7IPQ8+xf0PrGLd1m0UgM3b+lh12zIOyE/ARoY4DNGDEZkJOdCgQ5MUrY3rvvZkvcvY2ffHrFnjiuH/duJBnHjMIgAEQ2pqay0IyI7L1gv1uUkF4oGQ1HfzpcFxxy5i3tzJTJzYgucppk5p5777niJOinbxtghwHT5SCOa0tDP4dD8XnryUrO8zrqFIf7VKAcVek9pZua6Tx9Zs5KDWSQAs693Ct2/+B4Ug4P/926lMbWnmw0cdAbhCbW0QZmJbM9U45ncPPczbD3sVXoOPavCHRBieRGYVpqKJuqvY2KAyCulLVEYRxa4IaWJbTy8wkSXsLrsOqMEIpMBr9AkaM1S7q2ANxdnNDB8H2t79w4SaqN+JqqQn6h1Kq57aDMCU8S0184E61tbymYfrpdzgk1ACGUh0yTmXCCXTyJmUVxRNzQWeXtdFb+8gv71uOUePmwFAe7EAQEs+B90RoXXHHlXwEMCnz1jKxq29HLxkNrYc1yOqvIbgWTvySCm54BOnU91axm8MKDRliQbiREhp3e/9ITLn7RhhU9vxja0fi/ymgKjfdVyqnDu+eY0Z8hNBFYcGkIWAoCWDEFDeMIjwnUjEyztnFCEgLsUIBUFLFpXdbaPWXUZId0yKyjFaJAJBKZBqdDek0QjacniFDCqvaGtpYPPWXtZV+5i23xzC7hBdjjGRodJZotpZSUQpwwQ9CgozG0edt4kMJtJ4+XQAPiUlJSUlJSVlTxKHmtL6fnQl55w/a04dQiB8iMtunEoqwU3LVmKBg+bN5NNvOp6HV67DU4pKFPPb+x+qjxr96sa7AVixaTOxMXhJTMRTW7qYMn88uQZ3D2CqGl2KibZV3TKVQOVHXgNbY0FCblIRlfN2FFNbi/B27ioqlARhEP6Qq6d7fwJfpdebKSkpKXuCXR6xMcZgjGHatGl0dnbW/zbGUK1WWbFiBaeccsqeXNeUlJSUlJSUlBcFVjt7z86uPgDGJ7b7lS1lcsLdLG/p66enz8WELNp/Bscd64Qc37j8LwBkfZ/rb3kEGw13NrBUN5VBWExkiAfj5CciGoiIy+7HRJoNa7oolUOUkrznbUcyfUo74Io2gHNHKGtUcchKH1zma3Zikdz43B7cQinPJ1OntuN5TgAxYUIzMFL4gIA11T6+9/fbnGAkhqmtLYxrcB1DDZkM1U1lPnTEq8n5Pls7+1yXjoAnu7sBmDdjIusjF5U0pcUtQ2YTRYe1dCTzuv7RFQQT83iNwQ4DPCrpJtIDEaaiiQcibGSxFsrr3b5Q7S7Xp69uLVPeUEJXYlTBWczGPRGltQPoARe/VHMtGJUkaxgsQrrvfjwQEQ9GrF7VCcDEYgOVjaV67Iy1UOl0ywQnhglas2Ta82TG5Qjacvgt2cTuVuxYfE5JeZkzYbxzDv3pT2/hhn88Un88aM+Sm1Z0x4VkZFnlPbzmAD0QMWVcC685al+KMxopzGoiO7FAdnKeTFvWxc48WzzJcC8Lv+iRHZ8jOyFPcWYjXlOAKWvnDBRqbDVG90foAfc/gJQCmVOonEfQnEH6Cl02SbwbBG0ZpC+ISzFxKa7b1/rNGXLTGvDyXjLYXYvQcvOyOjkW70ktmQCpJCrwkBmFyimkFO54V4qdA0gpRlc1UbL+pua0lCCVwCsohIDXHOxsxP/3FzcRG41InJZMVVPZUAYJqiFANfiovIfwBVZblw+/HdY40aqJbRpNk5KSkpKSkpKyhzGhxoSGyqZBBlf3E5dGXp+Zcgzagi+5a/kqAI5cPBeR8Zg/yzmBbOztZfurtpaGPG8+9iD85gBjLWEc89fly2lORCIAMqPwWzIE43IITxCMy+4o+NAG4TkByQg3T2vd9aLlGaNfpC/xCj5eztuhYWP7iMaUlJSUlOeH3W59WbVqVf33SqVCNpt9XlcoJSUlJSUlJeVFj4VKJaRvwBW9x7U1Eg3EVLdUyPnu8mpVZ1fd9aFtXCPvOvtobvzbw1QjV6DOeh77T3KuDqroE7RlKD89iNXO2QBtMdqgAgkiKdQkLgg2MqxZtxWAyR0t+N5QzutwoUhmfJ6gLcv29+/Slzu16k958TI+KeLKYdFBmYl5/C1l/v74U1St4dgFc/nTPQ+z/15Tef3Ri4l7Q+K+kHH5Ap8+4ViMTdxIAsG2Aed6s/eU8Uyf3s5DD29g4ZRJ9FYrjC/kMZUYG1nGNReRQhBGMZu6e8kGPi0NeTc4ZFwR0ctLoq6hdbXG8s1fXM/USW0cs9deAETbQky7KyqG2yrIjERm3D4jpEA1JO8rsa3VgxEyq9CDsSvU+gJrIe4LCftCvEKxXrwVStRjaGr7x6SmJqqdJcKeCkFbFqkk1c5yvdCN7xxDhHLdS7XX+0UfE+p6FEVKyiuF/fabxo1/e5jlK9YDcMv6VRyzz1y8Ric4zEzMY6radfYFEpMIvfJTi6hEXKayCpXNOfercvycks6UJxDWnQORjBiQFhIy4/LoUh8m0vVYG6/JJ9OSIRqIifqqyIxCehITaoSSBK0Zwu4qJnTORwBxRePnXc67qZr6exGeSLLNR74JGUisVfXz8p5CCIFX8JFZz10P4ARvNjag3bFUV2JMZMk0eO7vUowua2oKFiGpv5+3n/5qbrztUdZv2sav/3QXJ02fC0SYqnbRX/6w3HgpEMIdc3Ulxmo7wsVEh9qJ9aRIXMrS42VKSkpKSkpKyp7CRgZrwCt66IGIwVW9ZMfn8VszSOVEzwjB2s5tbO7uI/AUB+w9rf5agI29rtkpnwkoVUP2mzmZC88+BeW5e/KP/+pKVm3q4qB5M0ZdB6/Bx2sY3dnDaIvK+XUnERNbTKSdQ64Szq3zGSIbUzFISkpKygvPbgtFjDF88Ytf5PLLL2fz5s2sXLmSWbNm8dnPfpYZM2bwnve8Z0+sZ0pKSkpKSkrKiwdr6drWD0A241PwA0pr+kFbPKVAQ3/FWXI2NuQIsj7TprXzqU+exk++eyMAzYUcU1ubAeiJKkxQOVTBQ/dHmNANALgitQDDCNtOHVvWbnAV+RlTxmEtRN1Vqn3VxDLe3WB7BYXKyPoNuhDDil3pvfdLko4JTijy12XLmdDcQMeUFlTWY1yzc/y458k1hMLw4LoNHLBgJtKTBG1ZvKJPecMgs8c755lKFPHPzZvoHXRip8ZCjrbmBj50w020FgosmjuV9095NSIjkA0+DZMLTBrfzLrN2zj3sp8DcO4bjuKY/edhyhoZCEzFdRDZ2KkwYmP4y20PA7DoQxOgALaqGXiyF6zFhhZVHON2RAhQEPZWqXZXMVWNDCSZ9hwmMlS73Hqb8Xn0YJyIqhQio7AY1taEVG3NqIKPiTTVjWXAInxZ77YXUmBC47KQES66SQjwJF4xQDzLyIyUlJcqC/abNuLvabPGIYZpB4QQI6NWYvBa/boQYTh1Uwv57PcjN1gMcVk7MVluZC65V/DIT29Eem7wGZm8RoDXlMFvDobEHoFy+7sS+I0+4bYqcSlGBs6lwysGYCzVbVXiskZlpctSD3a0yBZC4GU9jDK7HAHzrLeBJxDa1IVsQgp3bErG6GXOSx53f6ucj43doLw1lrA3rAttcr7P+958FF+6/E/84ne3c9RH9kIBwpcjRSI1lBMD6oohLsd4edfdWROvWkCXYryCn15WpKSkpKSkpKTsQWxkAUtsLZtKfUxuaqK8fpCwNyQ7Pks8EDEYhfz8+jsBWDR7KtnAXTCa0I0TbejpBWD+jIm87TUHMbGlCSoWTQQS5kzt4KmNW9lnxsRdWCGLjTRG2/r6qVZ3PVmLUvZy7j5B+AoT6j0a2ZiSkpKS8uzY7RGbL3zhC1xxxRV8+ctfJgiGbMz3228/fvCDHzyvK5eSkpKSkpKS8mLEGticxM6Ma2lwURml2Nm0J4WxvkoFgNbWYr2IdPJJS/jQh08AIFAe09taAbjvqbUAeIXaTbxGhzGmogm7ylS3lokHnIDEhAYd6rpQZNrkNiobSpTWDaD7I6IuJ1BBCJBOJKKrGi/vITMSXTHs4DWa8pKhFj1z35qn+ce61XXhT3MxT2tDAWMt9z/uvk/7TO+ov05mFLkpRf65bh3LNmzigj/+hZWbOumrCUWyGYgNxVyWzX397J90HmXH5ynOakRlFR9511ImtjbV57li9UZMWeO3Zijs1YxqDPAag3pWsSdkPeP4lmVPACDyHj19g3zrDzexcusW55Zj7YiYhOHrrAdjrDbInMJqS3n9ANXO0lCX+2BEtbtC1BtS6aoQdpVZ//gWKpUIJSUTW5tBCmTGQxUUquAjMopaloXyFarg4RV8VE6h8r4rhArqBdGUlFcSe+89kSBw+3AQeOyz12TGPGkk+62XU8MesiOfl+K5CSmUVETM6AABAABJREFURConCFEZiS7rEcsQwsXRqKxC+gKpRN1FSwgXEyMQSWyLh8y6Y4nwJZm2LCqrXJa7n4hMfEGmNYP0kmVp58I1lgpCJq5EexIhpRN9xDaJgXHXAiYymNi47SwsVhusNggPVM5D5T1UwXfbraLRiT35Ma/el4XzplINY1au2QhQF/hZ65ZRX7YQCAQYg40Nuhw715LQHZt1OUYPhHWRakpKSkpKSkpKyp7BxC529QfX3MpH/+dX/OX+ZaiCQg9GDK7qp7StzM13PcZR02fx47PewrmHHU51c4m4P0SXXCRjWTuH2yUzpzJj2jia9mqiMKMBvylAepK3HHEgH/23YzjpoAXYUIMxw9Tfw1fGoAcirAGV9VAZN94khSAejLGxJdOUwW/J1KNohCeRqbNtSkpKyouO3Zbw/fSnP+X73/8+xxxzDB/84Afrjy9atIjly5c/ryuXkpKSkpKSkvKixFq2Jo4irfm8E4kUfKygXoDuT4Qi7W0NIzqRj3jtfNb+8nHAdfYaY9jQ40QnMqdcMcq4fNmwtwrCFdnCbdURea5rNzqhyMR8A9UtJWS9SyNxFFGug1pXNX6Dj9+YAQGxHxJ2pwWdlyrjxjXWf7f1f0BYWLL3VK7/p7seby7mmD15wojXSl8yZ8EU/n9/vYP1Pb20dTfQ2++iZxqzWUxo+Mr73shTW7exZPZUbNUgMl696Lpk/5l878KzueKXt/DbOx6gb7BCbnKeoD2HEJBpCtB9Id74LOU1A2ChtZCns3+Amx5YwYwD5yOU5NJf/5WVT2/m0TUb+faH30K4tYKNDarg47dkQFuibVVU0cdrGBKmi5wcMUhlB2IQoPKu279WQL3/odUATOtoxRvuCFJzNTDDiqC+ck4kUoxQ0EvtCrHbxzalpLzc8X2PffaZwoMPrma//aaRzfoMjqGSsNqCApF0BupEvOBcR6QbzH6O9tHCE6higN+QwRoLPRV02Q2SY10EzPaxMCPX0SCCZD8XApVx/+tyjPAlflMGq0EEKnHgAOG5eJpoWxVTipDenheD7AzpS0TRd9cDwq2jiQ0YFz1jtXXHNeUEJcQGK0Vd3KJyHlZTF8MJJTjlhCU8tPxp1nZ2s0/TOKxxx92oL3TZ9so5kFltkIFyQhIlMKHGktiXG+sKAdo6q/F/2RZKSUlJSUlJSXl5Y60l3FphsK/Kjfe5e/4f/OlWxjU38LPr7mRLTx9fesPrOXbOnBGv04MxejCu//2m1xzIvNkTOfLwfclPKCB9d8HoNwWUN5UoVDVHHTAP3R9hfTBlUx/jQuGui32JHtSohoD85AIqq1wTRzXGxrgGKiWQeQ+sxcTWXWNbm95fp6SkpLwI2W0J3/r165k9e/YOjxtjiKLoeVmplJSUlJSUlJQXM1YbNqztBqC9oYAqeFgL1Y2u6K6NYbAaAtDW1jDitcIbefm1uX+AvoESphwjoN55bY1F5Ty8nEIFst5NrTIu13VNEq3RERTqIhEY1s0t3e/SE4lTibMp9YqBm34PW+Wn7Bl8f0jnHWnXHY616MGYJbOn1587cN5M5CiFzfEtjZx86EIANnb10Fd2gqaJ88eTmZCjOZPnVXOmI4x1BdrMyNJftjXHrGnjARiIw7pI5PFVm7j3ibUIT1Ith5Rjd1/QXiySD3zetP/+zOyeyvpN3ax8ejPtxQL/feJSqhtK2NANPun+iMrTA1TWD6JLMVF3ZUenESGGfnD7SU2IJZRAZRV3PfgkAO9/9aFEPaErLidYYwm7KvW/pc+oTgEq8Ny+mo5kpbwCOeLwfQA4+qj9QAosFlON0f2RGzQO3bHHRgbpOaFGXIqdYKw1i8om7lUIgobguQlFhMDL+1itERKC1izZcVmy7Tn8pgCjLSYaeZywtQFp64QUKlAuliaZnwwkMiOxURJD0xKgMgov5yEzyolLlHAdkDlvp0KUFwIhBdJXbmBeue3t5ZwTkt8Q4BV8vKKPX/TxG/xEDOIieoQQCE8QtGfxGwMX0SNg4QEzAFi9yV1LmLIm2lZ1IhEAbTEVjY3c/6aq0YMReNLF4wFxKQIs1jontJSUlJSUlJRnj7t+cXEdtWsYExlMqN3jo7k6bD+P2muiIecxq219nikvXXSsGXiql4yWfPXfTmV6WwsAl/zsGp7u7KYpk6O9WACgy1bITi6QmZjHaw4QgXPOkxlFQ1OWE153IMUpxbpIpIaXd8JkG2pQkJ9SpDCricL0IrnJBRdvqC16IAIB2XG5evykEM6tU3oCvzHAawjcNaO2CCXwEqe7dBwqJSUl5cXHbjuKzJ8/n1tvvZXp06ePePyqq67igAMOeN5WLCUlJSUlJSXlxYquaLZsTaJn2hpBCMKuMqaiQcC6wd66UX9be+OI125/Y7xuWw/9gxWEAj0QI5Rw9vKRGySqTb9+UzflSsT0Ke309JYYLFeRQjB1altdJOJWrrZkAca6GBBrsZrEfcIQtARpNuxLmIMP2pu77n6cYxbPwxr3vZEZyUGHziH47Q2EsebAWVPR5QiS5iGZka5jHuhoc/ExW3oH6vNsbSuSyeeIe0N0OQYJKusjfeEGHJOMYZVRTJjpIpP6yhWEgDCMOef8HwPw3f94O3c/8BTjVY6FUyYxvqHIe159MB2Nbj94cNUGAF6/aD+aclkAF/3S4BN1V+uOOJDELITGRcVsh4kM1poR04Nbl3sefIrmXI5pDc2YqqayYRC/KUAVfcKtFTewRc2JYPQe+NpglkiFIimvQM4883AOOWQOM2eOp2+5E0UKIBifw+pEbBW5GLOgLYupGlRW4TdlkIF0DhaRdp2Dz1FkIUTijCGkc85IBrkBZDIwHfWGWJs4DlnndCI8galaMALpiREtMs5ZxAOb5LVbJ+IUnkR5AE4cITxJ0JRB5fzn9B72NHI7AarKqLrIzxpLNEC9mxNtQQgmtDbQ2lKgtzQknEO4z1MVfEyk0QMxcV8ithMQ9UVIJVEFz0XOVNznbuNop9Ez1tpnPJaaOHFwkiI97qakpKS8SDHDj/WJEFsomRZ+dxGrLboaO6cwTyaOiC42Dty9TxwlN28Cd+9uTCJqFy5OM9nWInE7M7Fx53bpJjGhTa6HaraTteso9zov55weEIw439aE9Wns5ouDX135D66++l7+8/zT2XffqWzd2seHzvlfvnTSSQCMayjyhVNP4roVK/n/3XYPk8e18Jl/OwFCiJVl6vTx9XmpnAfu9h0bxi4ZMhj9+lzlPWQg0aUYrzWD1xgkX50klrI9iy5rSmv6EIHCaxh5jey+Ry4iVmiLCiQy45qU0uu7lJSUlBcvu10huOCCCzjrrLNYv349xhh++9vfsmLFCn7605/ypz/9aU+sY0pKSkpKSkrKiwqrDV39gwC0NRWJB6N68TkzMU/eluvTtrQURrxWJFEyNhF0rO/pZbAakpvaSNhdIeqrJsuwdfv3Neu28v5P/RCtDdMmtfH+Nx0FQEdrI37gbs5NVbvOIz00yBO0ZJFZD6QreoMTuRDpUV0UUl4afOXL76S3p0T0wDbCvhC/JUtuchEvr/jwO47n8eXrOXDfmSglnSDIQthTgdCg8h5NhRy5wKccJoIJIWgo5pBSkJ2QZ3BNP8QWlZPE5RiMiywA0FVNS1sRoB5bc+d9T9TXratSYt3WbmShGYDTDljAuGKx/vzctnEcPXdvXrv3XgB87k9/pbElz3lnHk9mcgEbGTZv6+PpJzrZb+JEop5qEgdh8ZoCVM4j6qoQ90eIQOI3D9noAtz38Coq1YgFe02qP2ZDQ7ilguiu1vePzIQcOtT1QdrRSAezUl6pKCWZNctFV6mch1f0yc9owktspUUg0GWNX/RQhQCVVQQtWRCui1VIgcyooYLSc9mVhCuGqECBtcTl2LlXJIUPlffdeY2kuJE4hqisj400YV/VDVBvtz8L6ZxKtNLoclK0SYojKuuBEE4swkvbWEhItz1MOQbl3MkQLpZu33lTWfbQWoy1SE+S7cjXRThKeUhPEveFwyJ5BGFfFR+IByKEdPO3QtQ7l4e7r1hj0VXtjt85b8zik4kNcSkGa91nF7gilrUWG1tMrFGZsV+fkpKSkrLnsda6Y3Xdqa8mRJDIQCCVi6NIr5/Hpia+N6Gpiz5MbIhidz9jIo2yzj3MWuvOezVBSRI3Z+Jku9fc3RAICcQ14Y5IRJfufGwTEW3tfiouRfULm/p51dq6rsQveHUXtpQXHmssG9Zu5X++eQ0A55z7fb5x2bv58RV/Y7C3VJ9uw0Afk4qNnDBvHq+dN5vcuDyqbNFhRLYhM/b8NYhgSNxl6w1FTmQtPUFuUgFTdbEy2+/OQoCXV+RnNA43+Rw2fzskChHuPiK9fktJeXFz9tln09PTw+9///t/9aq8IKxevZqZM2dy//33s//++79gyxVC8Lvf/Y7TTjvtBVvm7rDbZ/5TTz2Vq6++mhtuuIFCocAFF1zAY489xtVXX81xxx23J9YxJSUlJSUlJeVFhY0tXX3OjWFKczNhpxOGeE3OqaOjuak+7eBgdYfXi2EdHKu2djEQVvGLHrnJhXr3tdVuICgua66+9p/opNNo7YYurvv7QwBMHd+K1ZbqphKV9YNUN5TQJTfQJBQIXyCweDlnWS89icoqF6mROs++ZPE8RWtbEYzFLygK0xvw8q64d9LS/fnoR0+maU4LDbObyE8pkJtSoDCzCVX0XXRAbJjQPOR009iYq8fUeI0BmQk5cpMLLtIg5+E3BQStOfxiAAgaCzkA+gcqhOWYm29fVp9X92CZzb39dA06IVVNJPLb+x9iTVc3Wd/nPa8+BE8pHt2wiRWbO7ln+Wq+/usbGChXuWPFKr72mxu4/YnVQJKpXIoxFU24uUx5TT9xvxO42MigyzGDawbof7yX8uYSv/nzPQAcNt8JUYQn8VsyIKiLRIL2rHPawRU+U1JSxkYVA7KTinjDbKVzE/IUZzSQac+BdU5D2MQBSMqkEKJBW6T/3DoIRSJ0lL5EBkk8TKASFw0B2hC0ZsiMy5Fpz5Fpy+I3BEhfoPIeQXPWuYeMgUw6HYcLHIQQeFnPdWCql34ElQpUPZpGBu69egWPBYum0zVY4or77sFvzdRFIkMvHHrfcSlGJdcuYU8VHWpkRhKXNOHWCibWxKWIuBShqxpddX+bauwc0vToFx3WWExVQ+KgZiqaaCByAtxSTDwYYapjvz4lJSUl5QXCUC8mC1+480mgENI1LMTleJeO1da+kiNQnGJD+M4uxMROXJtoOjCRdSJ2JZK4OQFWOLGmFPW4P+kn1y4ZhcrI+jWSrEftiWGGIsItQwknilUiuayxWGPcj7UIYcFYdDS2Q1jKC4C1/OgnN9X/jGPNuR/5X+6970makntwC+y1YDJ+WxYE5PBgS1hvXNqZc6zVFpX1EAJMbNEldw2GBV3SRIMxXtEnMz6HlxvdeRNw8chZ5UTBFU08GBMPxujIIAOJl1NOdJSKRFJeIZhw6F5oT//sTuRnPYp0jJ8LL7yQb3zjG1xxxRV7buMMY9OmTfz7v/87s2fPJpvNMmHCBA4//HC++93vUioNieFmzJhRX8dCocDixYv59a9/vcNzo/2cffbZL8h72ZOM9h4vvfTSEdM89NBDHHHEEWSzWaZOncqXv/zl57TMZ+U5fsQRR3D99dc/pwWnpKSkpKSkpLxUiSLNpp5+Tlkwn6myANZZ4PutGdcRK2Dx/On8c9kajj9u0Q6vb5jbTN9j2+gzIf9cu45i3nV9SJV0OA/E2NhS3VqmvK3M325/FIBs4FMJI/7+z5UAzOhop7ppEFNNBnSkGOryUsJ1jNSEIQnSk5B2drwsyE0uYtnROna0zh+/6KEyRQbXDaD7IyaOb2Z1ZxcATcU8Oolwkb4gNyEPQDQYo3KuWGqNBU+ispKCDurz3tLVz10PPln/e2tPP519AzSqoWkscP2yFdy84nFO238hB86eRsnEfOPGWwDwlOSuZU+xYWsPT3e6mItNmR66DlhIUzFHtskNgsW9rrO97shjQZdibGRBweP3b+SBZWtQUrJo4kTQzgnFb8nURTKq4LuCcBKlsH1kQ0pKykikFIgx6jnWWmxSOLLaIrNeEkWSCEXkzgerd5XhQpNaIQQSx4pyjIk0whu2TrFNiiqJ8chOdnMhBF5u9HVUGeWKKy9xQZkrQo0c7BdCMGVqGwAbenoRo9SFhjug2aobkFQZhYktQjqXkfLGQUwpwuqiE3qEGtC1GSB8iY0MJtIjxDjgIsTicgzauC50KRAZlQhl3QoJT2Aii9HGFSdf4qKdlJSUlJcqNWeK2j2krZmGKYFQyon+nkH/YSKdOE2B9Jzwwblf4M4ZL/P7U6tdUd3zlIvFSxBW1J+PeqoITyKVxGjjXNMSgY6X9YdifhIhSU2MKSTOMawSO6dRg3NlUySiE3cOVjnfNZSMYvdWi/U0ajtHOEs9yqYWeTP2e3RxpfXvwvDztiCNIHkGursHuP4m1xT0lc+9nT9eey+33r6cce0NfPS9J0Bncl0nhItWzXuEXRVMaSiyqBbNOCrWXVvFZXet5jX4eAV3325CjS5HmNCglLves7omZkriioZ99ia53lcZhWrwnOtQOXaCpWf4nqSkvJwwoWbbA1vRlfiZJ34eUFmPlv3b6/fEO2Pjxo3136+88kouuOACVqxYUX+sWCxSHOYAvCd56qmnOPzww2lububiiy9mwYIFZDIZHn74Yb7//e8zefJkXv/619en/9znPsf73vc++vr6+OpXv8qZZ57J5MmTueeee9DaHcNuv/12Tj/9dFasWEFjEnedy+VekPezp6m9/xoNDQ313/v6+jj++OM59thjufzyy3n44Yd597vfTXNzM+9///uf1fLScPqUlJSUlJSUlN1k04ZuTlkwn39bsj8AqugTtGfdoIexWAH//ZE3YCcEjB/fvMPrM205vPwAnjUYaxkoVTHGIqXAK3pUO10BLOqu8NDqdfSVKrQU87zp1Uv43rW3ArD3+HEcN30vJxKRguzEPMKThFvK6EqMl1GobOIgst1gTFocf+kjhEDlfUyU2A5rF/kgM2NbPktfUpzRSDwYsdfeHdzxiBN4tDTlkUrU7ZBVUqgTEpAuUgAXN4zKeKiKoaGQpX+wwl2PPUk1HLoh3tLVx5aefgYGymhp8X0PvyVDQ0OW9Vt6WFXp4eS9F1ONYvaZOYn5MyeyZlMXtzywsi4SARiohnz0yt/yhtcs5p1LDwXAbwzQ5RiV96msH8DGSWE6KfLeutK9n8PmzyKfDdCDcd2hR/oS2Txkw2utRViRdPSlpKSMRa14MxpWg5AWmVF4Bb9eyBe+2EEUsEfWTbqOZhMZV6BKbK4RAi+vsLFxFu3PoSDxQryPfxUtzUmM2GB57O5uJUC7QoCJbVLYc9sz3FJB94VYJTCVGKzYYcDSfTbG1Zdssj0TC/36YKqSRL0hgHOPSbLswRUibRxjI0GcnJdUoJLCYnr8TklJSXmhsNoQbqs48aQdcuqTGYWX95Pj/NhKEVdE1mDcvasJtzt3M+Qg9nLFhJqwJ8RUNCrvIl50NSbW7nxoI008aJLrlmHCDAGmaqiWK2AFCJtsJ4HVBmNs/ZxojXtOiOQcmohTsAKsxQtjZOC56SU428Uk1kYbVOAR63DktdOwz7UmAhgNawwmtO4zFmLH70MS+5fef43NNX+5nzg27DN3MgcdNJtXHbgXT67ezNQp7ejNFbo7N48QQEtfkpmQw1Q1JnRuHgLn8mci45yAPOrRUM49RjhHkJyPzKr6Ry39JKq4XAGcU5BMXANN5K7lrEmuBX2JDjV+g4/fkKmvk8x6qFQkkvIKw8QGXYmdKG8Pj7XaZFkmNrskFOno6Kj/3tTUhBBixGOwY/TMkUceyYIFC1BK8ZOf/IQgCPjCF77AW9/6Vj784Q9z1VVXMWHCBL75zW9y4okn1ufzyCOP8IlPfIJbb72VQqHA8ccfz2WXXUZ7ezsAH/rQh/A8j3vvvZdCYSiifdasWZx66qk73I82NDTQ0dFBR0cH3/72t/nZz37G1VdfzSWXXFKfprW1FYDx48fT3Ny8axtxFHa27t///ve58MILWbduHVIOfb6nnnoqbW1t/OhHPwLgD3/4AxdddBHLli1j0qRJnHXWWfzXf/0XnvfsJBi19z8aP//5zwnDkB/96EcEQcC+++7LAw88wNe+9rVnLRTZ7W9uS0sLra2tO/y0tbUxefJkXvva1/LjH//4Wa1MSkpKSkpKSsqLHWst4qlKXSTiNQdkxueGdVdZJ9woZEYViYBzDkFAIUi6N6zlp1f+neUrN+AVg9qCUA0BG3r7Adh35iRetXAWAO885FVc+LoTyCnXVZSdmK8XVjIdefw2ZyEvAy8VhbycqcVKJ5avQrkYAGuGbrBqedb1lwjwiz5vPPlVvOnEgzlgwQzOPPPVZMbl8BsCrHYDiu41Qx1+XsF3NrWeQGUFzY3OdeTGWx8dsUrLV21Ea0NVa7ITcmTGuZiXj7/leE59/Ww+eNprEUKQDXz+650n84YjFnPoPrNGzOMNRxzA2445GIDbH36CapTEKXkSryFwnWi+uyk2w+yRH35qPQAH7zcLW+tGH2uw2dqkqy3dP1JSdooAjCvuRKWYaDCuOxCZyEXNiCTO5F9RuBeeKyx5xQCv6OMVXMSKyihU3sPLe0PdtykjaGlxQpGegbL7nK3FVGJ0f+h+ylG9eGCqmtK6fie8wdnjV7eWwXdCEl2OCXvKrlARuYJCPBARdlWI+p0blIkN8WBEPBCiS5HrevUluhwRJ3Ez1a4KUW8VU9Funt1lor4QXY6xoa5H00T9EXElHupOf8XGGKSkpKS8MOjIoKvO4WL49Xc8EFPdWqbaVSGu7sQOPxGSiCQOVQYuOkX4IolYMZjQ3ceY2P1e/4nMy+I4r2OLMQajDeG2KtWuMvFAXI/V1BUncvfyyl3b5D1U4KJlVDZ5rKBQSSSITbann/dcg0hG4heGvSaQqIyL7fPy7nVxSRP2VKluq1DtqlDtKlPtrhL2VIn6I+eOmlEumq/2k8TciEC683spHvYzLA6hqusC4uGvq/04pcFL/3PcU1hrufrP9wJw0msXJc47kpkd7dAbE25LIo23E+EIIVBZD78xQAWKeCDGGotqcBEyKus5wdBADJ5w34mGDCqnnNAoEW25KCRAgg4NwpMELVky4/JkxuXIjssRNAVIT6JLcd0NF+GcBZ3jpx0RXZiS8kpCDI8H20M/e1qIUuMnP/kJ7e3t3H333XzkIx/hnHPO4YwzzuCwww7jn//8J8cffzzveMc76nExPT09HH300RxwwAHce++9XHvttWzevJk3velNAHR1dXHddddx7rnnjhCJjNh+OxlL8DwP3/cJw/B5f6/PtO5nnHEGXV1d3HTTUCxYd3c31157LW9729sAuPXWW3nnO9/Jv//7v7Ns2TK+973vccUVV/DFL37xWa/XpZdeSltbGwcccABf+cpXiOOhBr077riD17zmNQTBkJPz0qVLWbFiBdu2bXtWy9ttOcsFF1zAF7/4RU488UQOOuggAO6++26uvfZazj33XFatWsU555xDHMcjrFFSUlJSUlJSUl7qxLHha1+5mjMnzQfgltVPccJRw6JljMGUNVK4G/CxEL4EAT6KwPMI45if/eF2fvaH27n62x8DEocIY+nuGwCgralIW1ORJXOmcfjsmQCogofflt1BDCKMs8rfmd1+yssA4brIdBlUXuE3Zoh6q+iyHhpASjr0hHIRNbWbr4Z8lne/6bVk27OIJLpG5jy8vCYuxUkBT7hOoyQSwBqL8BReQ5bm1iJPb+xmxcoNABx3zEKuv/EhVj29BYDxbY2opGtcAFPbW5iXaXORL8n30sZuf1k4ZVI9VumMwxdz5qsPpFQJ+dMdD7F5Wx9vvvB7zJvWwWfOOoVCNolpCiSmDDYpWPcNllm9yUXp7DtzMmZrMlCtbbLMYTedxmKqBqEEyn/mLoyUlFcyQjgHCZWReAUfayDqrRIPxq4IkfdQ/8LuXyEEYoxuqpq7ScrotLS4QbpSJaQaRsgBiQwEwXgnBIxLEbEfQdWAksQ9IVW/THZSnmp3GVM1qIKHjmOEEOiyRlcqdXGJO2dIjHGOJH5jMGL5VkPUHxIPRK6g5EtMZIn6Y6L+yBlZ1ZzatEXkZSJoqcUOaQzu+C49Py1MpKSkpOwmNfHFrgg9bWRcI0PWGxkJ57v71ngwxkZjC0WscSJCqs7pS3oC4SUOUgLwJCY22HLslsXI+BLhSbycemmLvI1FkIwTZIY9nriz6NDgNzzzZzHa9Y2oO7Ps5HXSiWvHQlc0cSlC5rwdDUUsiXPYLnxXkljCmltM/brAilQnshN6e0usW+/uZw9buDdRTwUVeIQDobsX17X9FfRA8jltNw5kY40MJMW9mpy4JxkSMFXtxMChQRV8EKCrLlamJjzSVY3wBFIJTGzxGjyEV4txTMYLAtdYEm4r16+7bDTk3ieke31KSspLm0WLFvGZz3wGgPPPP59LL72U9vb2er3/ggsu4Lvf/S4PPfQQhxxyCN/61rc44IADuPjii+vz+NGPfsTUqVNZuXIl27Ztw1rL3LlzRyynvb2dSsW5GJ177rl86Utf2mFdwjDkq1/9Kr29vRx99NHP+3t9pnWfM2cOJ554Ir/4xS845phjALjqqqtob2/nqKOOAuCiiy7i05/+NGeddRbgXFI+//nP88lPfpL//u//3u11+uhHP8rixYtpbW3l9ttv5/zzz2fjxo187WtfA2DTpk3MnDlzxGsmTJhQf66lpWW3l7nbQpF//OMffOELX+CDH/zgiMe/973vcd111/Gb3/yGhQsX8j//8z+pUCQlJSUlJSXlZcWDD3Vy7+2dnPnW+Rhr6SMaGiizFj2oUQ0+ftFZp4+JdKnANjYUcxm6+4eUwSvXbqIDDyycffEPyWZcYaW10RV0zj/zRKobSiAgGJ8bdWDPWlvPfE55OWOxBvwmZ/mKtPjNWaTv7IKFqHXoQTQQocvade95Lk5GBdKNv0YWi+sAUgXP5RMn1sNCDeWFC+kGNnUpoqkpP2JNTjxpMdff+FD9745xTa5AGBknzBhMLJVLGhp9AExZ4zUHFFoaePvpr+aWOx/jlKUHEOSy5LJ5PnzqkXzxl38BYPnaTdzxyJMce6ATadVsqXUlJh6MWLt2C1IIJo9roSmfo2ycEw8C9GCUdCwmrxmMkTmFKnionWU4p6SkIHyJaswQNAZDttKeG0B2gsRhFYCUlxTFYhbPU8Sxpr9SodheJDe5gJcbOi6ayLgOVOM6hKtbylhtiPpCRCAwiQOVNQYv7zk3qloRSA4VH3VZozLaWegnBYi4zwmORNIhB06gKP1hndJCEJe163ituNfLILE099w0NrJDusiUlJSUlynWOtHcc3GLrB1XrTboJJpCSJC+KyjXis7uWJ4cz5NivwmdCGS0e08n9nBxMrVl7ICxRH1VbJzMVyZiEeVEIEIK994szmVkWMeDtRYbamwgES/hS3erDUKMrZTwC94uiXb2FNKX6Kqh2ll2l3aSRJwJtZO7XwwQw8c5hr8daxNnETOiYaH+tDEIldtpQ80rmS1b+gBoasjR2JZDVwy6EibXRtI1PwB4Aq8pIO6NEL5x407J98bEFpX36yIRcE+prEJlFbKqQST3/UESU6xqIhCJrmj8xgxCiaFrLIYchIQSIAVBay45fjg3k3pkoLapk19KysuAhQsX1n9XStHW1saCBQvqj9VECZ2dnQA8+OCD3HTTTRSLxR3m9eSTT9YjYrbn7rvvxhjD2972NqrV6ojnPvWpT/GZz3yGSqVCsVjk0ksv5eSTT37O7217nmnd58yZw9ve9jbe97738Z3vfIdMJsPPf/5z3vzmN9ejaB588EFuu+22EQ4iWmsqlQqlUol8Pr/DvHfGeeedV/994cKFBEHABz7wAS655BIymcxOXvns2W2hyF//+tdRlT3HHHMMH//4xwE46aST+PSnP/3c1y4lJSUlJSUl5UVCNYy4864NFPys+zuKmDJuSKVrqhrhC3KTCphI7/QGWSjpBtOMoaGQpbt/sP7cx7/0S3581lsJPMUbFi3kgGlTuG/N03Q0NbjlVNwgncqNMpBU69zBgpIj8hNTXn4IKVB5D78xg9UGYmf16jfteOMgsx7RQJW4P8Ia6QZxchKhJF7OcwPAkbP1D1oy7nl/x3xh6Uu0kjQVc/XH9t57InPnTBox3cQJLS4epuKsbEVWQQmQLn/b2dJCpj2HX/R486mH8OZTDxkxj4P2n8155WP43+tuo79U4a5Hn3JCEeuKkuAcRcLNZWZlmrnkDafQFZWpbiwlK+uELTKr0IMxpupsnWVGkZtahNikYqqUlGdA+hI/rwCLiZJORl/iZQQmNjjHonQ/eikihKClpcCWLX2UfEthegNyuw7lmpjOxMZFDAFhV8V1kRqobh5ABJKg4s47o2XSS1+gy4bKloqbf+ISYiKDyqkxc+xr1zg1cWNcriKku/6RnrO0R9a+hykpKSkvb6x2UZNkGVUsUhOSCCVG3CPWHjehdiJP6YQiTqzhRABxKUYk94+1iJgRjh7SHYd3ft1sMcl8LTs6lehQY2OL9BXSd66DVrtzga0arLEETQF+4nhhTX22brnCnYvkGC5iLwWcI8TOr5lMXPsMhzlBxNbd0+yCS5q1iagnWZSQ0gl7d+FSTSgn1rHWCTBrTie1BgRrLdVt1eS6L3mu9pZqfxrrRA31Bdq6i4iujowterlSj361Q/tQfZhGiLo4dnu2bnVCkbbmIkKIEcJdGCbWkoL8lCJhsUq1s4weiJH5RPChLV7RG/PzNtrg5Xy8vJ98L4YmdC6CEuO57wyxTcackrdiDCa07nshbCJA8Ua8n7Gu6VJSUl5a+L4/4m8hxIjHascOk4zLDQwM8LrXvW5U3cDEiROpVCoIIVixYsWI52bNcjHUuVxuh9d94hOf4Oyzz6ZYLDJhwoQ9JqR8pnUHeN3rXoe1lj//+c+86lWv4tZbb+Wyyy4bMY+LLrqIN77xjTvMI5vNPud1PPjgg4njmNWrVzN37lw6OjrYvHnziGlqf3d0dDyrZey2UKS1tZWrr76aj33sYyMev/rqq+vKoMHBQRoaGp7VCqWkpKSkpKSkvBi55+4nGRiIaG931ziVOGbKeCcUscnAV25KAZV1Lgo7s9wUnnA260JQLOxY1O+rlGkvFlm67zwATtxvHwBKq/rqgw0yN+wyzlh0KU4G9ZK4j5qNb8rLlqA5g4mtG+zF2cbWBuBqgzS1QSrhS/yGTBIPEKOKzk3Dy6r64I6QIikEu0FkoXYUiggp8HIere1D1/onnbiY5uaROaPTp7YhPUmcdJdnxgVQAtXgYwYMSPCbMniFsW9H/Aafw+btxeRxLXz8f6/ioafWMdhVIht4bOjrpZ0cAtjU30/BD5jS0swUmjFVDQK8Jh+RURRmNKIrmvImJ8jKjsvjZRV60PxLu/ZSUl4aOFciG9uhTuNIY5UAbZFZme5HL2FaWopOKCLiUQtQKpsU7OKk6BcolC+xxlJe46LxbGiIK/FQEWQ7rIX13dvwPUVHW7O7RhEClVdDg4zaPTZaZJ7wBHFJuxg0AfGgczgRyp2nTKTxCv5z6rJPSUlJeSlgY4OpsoMYBIbiX6Qnkigvg9HDqtTWRXVZXbvOH/b6xKEJkxzI5XaOHjUnA23qolGdiBFUTiGViz21kSEux/WIDKlEPXLSVLVzG0lq30KKEfcZOjToskbICF2Oh5aZTFtzTRjTseRFjrVO6FPtKiO8xMlBuPNf7XOKBmKiDf1OmKmcOEdXYzDuXOgVA1TGOUJ6Od85QAzG6FAjPQEIwt4QXYlhmFhHKBfTJ4UgM9HdB42FuxYYa/sKrKoJPxLHye0m3VE8PPS3qVL/brxcMbFxMa6mltcD9W1gnRjLV/6ogorOLb0AtDePXlOriWyEdPtodlwOLx9Q7hxE90UgNeDu1cdEOxH4aMcQGHIMMaETZQ2PrgWFzbixh7gUO6GJ99LbF1NSUp5/Fi9ezG9+8xtmzJiB5+14DCoUChx33HF861vf4iMf+QiFQmGUuYykvb2d2bNn74nVHcEzrTs4sccb3/hGfv7zn/PEE08wd+5cFi9ePGIeK1as2GPr+8ADDyClZPz48QAceuih/Nd//RdRFNUFPNdffz1z5859VrEz8CyEIp/97Gc555xzuOmmmzjooIMAuOeee7jmmmu4/PLL6yv12te+9lmtUEpKSkpKSkrKi5H1G7oBOHB/p3iOtWFSaxO6HIGGzLgcQWsWrEWKnVtuSiXITSkicx6NjUMWdLP36mD+3pNpm9SE7Y3pLVe4cflK9p3UwbyOCSOsXVUtX9hY9GCEKgZk2zNE/RHVrRapZCoUeZkjpACjQSm8nFcf9IlLut6FJzyJIOlAkgK/McAr+G4w2IoRucZCCrysIh6M3FhyZvQvkPQl5WpY//uEpQfsMNC09LgDsJuqzlY6I53LyTooTC0iQgmS+gDpWHgNAbnJefaZ3UjHH5rZ1NnD7/75ILGx/OHv93PY3Jl87I3H8tmfXwkGvnzWG2jP5Z3bQUOArWi8rOuC8nKK4oxG9z7FsEHKtOspJWXnCBC+QmWUGwy2oCuu41VmZV1IkPLSpCUR+fX0leqPDS/CDQlFXERBrUs46h1pDWxDg67qEcUna6HaVeFjX/oFjz+9Gd9TXHHZB5gwrmnEa3VVM7i6H4whaM2SGZerF1B0RRP1hQRt2boAVybNbCZOYm90YnGfkpKS8nImOcyZ0MVwbR/fYSLtOv4j9ztQv851UZJyu+kNNkwKz4FKxHfDY0Kou44gBDbUlNcP1O8x6mKQjCLTlnXuT8n6SU84Z4vY1o/PI4rcoyB9dw9jIoNQtelqcRqGuKwJAL8h2KV7XKttXfxSO0XY2LhafSDrcTcvGBb0QJWwq0I8EOEVfFTOI+oJia37vMJtVWxVgzZoQz2ORygnwom2VXE6HUtFQEXH5KTPyEGCxLFCysRexG0LU4rQsUVXImTWQyiZRNU6MaiJNFZb8lMbUJmxhZdCiecwxCBA7ySe6CVGPW5PDH2va9tRBiPFVlCLUDIugkjuKNbZmkTPNOey6Iquu7pZ666Has6yw0VWXsHd40bdVardFfe875pHbDyk4BWq5kRkXeTTWG5u0jU04YkkkmrHphEhFV7eNSW9HD7HlJSU5865557L//7v//KWt7yFT37yk7S2tvLEE0/wq1/9ih/84AcopfjOd77D4YcfzoEHHsiFF17IwoULkVJyzz33sHz5cpYsWfKiXXeAt73tbZxyyik8+uijvP3tbx8xjwsuuIBTTjmFadOm8W//9m9IKXnwwQd55JFH+MIXvrBb63PHHXdw1113cdRRR9HQ0MAdd9zBxz72Md7+9rfXRSBvfetbueiii3jPe97Dpz71KR555BG+8Y1vjHA52V12e1Tnfe97H/Pnz+db3/oWv/3tbwGYO3cut9xyC4cddhhAPYImJSUlJSUlJeXlQmen6/CYNL4ZgPamIjJ2gxy5aQX85kzSFYQbvNpZ7ItwN+fCWjw1NEjwzW+8h5zw6F+5jace2ci///IqAH57/0NcecEH8GQSGSJdsd5qgynFqIaAwrQi0pd4TRmEN3r8SMrLC2vdQJCX9+qd1NJX+MVhIqHkf+lL4op2g8u+xIYWlR3FMcSXztJZgvLH7jY77thFXPWbOznppMU0NTmx02uOmM/fb13Gv59zIo2NOcolg5dV+I0BRg4NDnuF4YVE6wYnQ+OseANZjxmwxpIZ5ywozzjlIL75o+v4zc3/rL/29hWrOG1LF6WKE620T24m4w/d3uhKrbsueW/D3qrTyaRiqpSUZ0J6ElEY1nUowMv7L5tB/lc6zS2JUKS/hDUWXdVDxUgD1931CIu9cSgrqG4cJDvZTR/3hiPmYyqa0qpe/NYsXkaBhbA3ZOPT3Tz+tLPBjWLNssfXjxCKWAs//9U/eHrdVt5y9EG0Vi1Rb4jfFGA1RD0VjHbW57JhpAVyvRBZGRZRkJKSkvIyxUSGaneFoCWDrsSuoJu4AlrtIiFqooLtqUWY2NiCdAI9XRpy/hCeE5LU4sBckbmmOhdIT6DLGh1Z5x4iBSJZtgk15XWD4DlBuPSUE3pstw66otmZxEAIFxkpxGiuFAoTR64IHxtsrfgtcWKYelyOK96b0LhYsrp+Ylg+ihDEgxqkdMV86VyyGFb0h8R1wUvuFUwiChCjx/7sEhZ05JYhlSTuj4h7o8TNxQkAdH+Il/EQo8TriIxEDbu9/9NtD/DDa27j0289kYP3nbXTRde3prWYqiYejHCqHurbBOkEJVFPBTUhP+a8nhNSoGufy0v0EtLENecb5wZTs1OTXuJyFiZCDCGGRFVmyN3FAiY0Trglh4QW1lo6E6FIU5BlcHUfuSkNeHmP0roBot6qcyohEaUMs3ETAoK2DEFbxjnUVJ2wVxaVi5KJXBSsiYwTSD3Dd9jbBRH4WPE5KSmvZGxs2NO3JPZFGrk5adIkbrvtNj71qU9x/PHHU61WmT59OieccEI9En2vvfbi/vvv5+KLL+b8889n3bp1ZDIZ5s+fz3/8x3/woQ996EW77gBHH300ra2trFixgre+9a0j5rF06VL+9Kc/8bnPfY4vfelL+L7PvHnzeO9737vb65PJZPjVr37FhRdeSLVaZebMmXzsYx/jvPPOq0/T1NTEddddx7nnnsuSJUtob2/nggsu4P3vf/+z3g67JRSJoogPfOADfPazn+WXv/zls15oSkpKSkpKSspLjc2JUKS1qQhhYuMqBfmJBfwWN2pjYjf4Ijy1U0cRkXRmmdjQP1iuP97UXCAuRwglGd/cOOI1QSa5bEvqJHowAgtec0B+ckPdMl4I8Ip+GgfwCkBl1KgDlqN990Sg8KQgLsXY0LguslGEIEIIvIK/w+Pbs2DBdP7wu0/R0lKsP/bpT72Bt7/tNcybOdE5kgTK2Rz7krjqBkBNZCFZrImMs7X1pSsKJhFKcei6nmwyKCuk4PXHLWbzll7+7+q7mDapjbUbugD4/W0PANDWVBwhEsG6LkJrrHM+GCYYsdoSV+IxB9NTUlJGMqo1dXp+eVnQ0uyO4dfd9ghzZnawZPEsvEIAWG68+RG+fsVfOXD2dM47+rXY2FLd7CzzsSACdww1Zdfdbg1UN5YZ7jWyebB/xPLWrt9a/z0ua7at2cZP/3I7AHeuXMX/fOTNtIQ59EZ3bSQCARriUoTfMMa5aViBMCUlJeXlitUaG8aYqofKecSlKHGESATWkSaqxEkkiXIxcYn4QVdj4rJ218ckPQ2BQmVdlIvV7po77A3rMWDuGtlFmupKIrwwFpn3RqivVc45V8T9EbpiktgTtwzhifq0JtLoqqbaVQFjUXkPlffrjmVCMOJ6fXukJzGhi7ahFksjk/knLhtuQS5ipxbDOtb1itUGU62pJXbMTnNujIlQJHEmqTuvPItrIGOSbShcDIwKhgvnJeXemI9f8RtaGgr85ztOIhPs/H7sunuXAXDjPx97RqFIHSGQOxEBmHJM2BO6xhNRc52wzpEkiaDzCt5OHSGNdkIdW3uvXiIPEmAjg4lfGgIDa2w9znf4520i9zkKOVyolDQ9WLfP6USo5GL73D5oLUOvaQjq34WaW5rRli2bkvGmQh5TNZTX9iEyHro/QmaHbTcliCsa5csdBRvGIn1J0Jqrx/mpXNIkETvBiMo9871+SkrKriM957KpKzG8AEIOlfWelWjx7LPP5uyzz97h8SuuuGLE3zfffPMO06xevXqHx+x2919777133VhiLCZOnMg3v/lNvvnNb+50utGWNxpHHnnkDuvxTMyYMeNZrbuUkg0bNoz5/NKlS1m6dOmYz+/qei5evJg777zzGadbuHAht9566y7Nc1fYLaGI7/v85je/4bOf/ezzsvDvfve7fPe7361/8Pvuuy8XXHABJ554IgCVSoWPf/zj/OpXv6JarbJ06VK+853vMGHChPo81q5dW4/CKRaLnHXWWVxyySUj8oRuvvlmzjvvPB599FGmTp3KZz7zmR12im9/+9t85StfYdOmTSxatIhvfvOb9WidlJSUlJSUlJTOze7GvaUxD1vd4FlheiNeIbFlTzp0VIPn4i52YmUrhKhnEvcOlEc8Jz2XBat2dt1vXCdOfkoRvyWD2H5ayw72wikvP3a3k0d6Er/oY2OT2Es/t+/IuO3iA5qbCzQ3F7DaYA0IJd0gtbYuxxzQkYascyMwocFvClB5v94Z7uU855qjBGFPiIktKnADdO9/29G8+dRDaShk+f1f7+PbV1zPnctXATCxdeS61MaKZSax3tVJ16VwHY1+0cfLKmQaPZOSkvIKpiVxFFm3qZtP/7//4/o/fBaVc8Wrex9xx9f7n3oac4pEDNRsz93xPGjLogcjTFljYoPXGEB25Pw3PTZSKLJ69RZ01c2nvLHEY8uHBtvK1Ygb71/BmUe/asRrtImI+yNK4SAyK8m05+pFKiHEUBEvJSUl5eWMBWsE8WCMynlOqBcn0VvSCTrigQhddo569diXJD5GBaM3MgghEB6AQAWj3RskUWCDkXMEGU0lUBODhIZwW5UhKw9Rd46w2lLdXEJXNUIKop7qkJBAAkqSm1TEL45eqhBSYq0BXKwl1KI/EpFHbb28ocL+iPgbISB2sScycNErYmzzxPo6OwsQAUn8S82VZVRHjO2EKaVSlYceXsOihTMIhILYsqG7Fy8OmNzeXJ/OGMvfblrD01u28fSWbVz2f9fz8Tcvxfd2XEFjLBu6eni6cxsADz+1jijWo067u8iMIh6IGHiiB3DjFU7nYN2pX0DQksFvCpINVPsnEZTElkpXBVPV1Nvqh20rayy5jgJ2qh11rKTm2vJCiZHHWp6JtBNWGetingInyBKCejTSyCKtqH+X4sGYqC8cGeUkE7GMtejI4gn3XK2hIZkFW7vdNVNbQxFV8JwLSDlC5pQT6SYCKelLMo0B0WBEXI6TONdaTJPFyysQQ/MWiWOM9J2oa4exo5SUlOeEDBQt+7e7c/ILsTwvcQFOSXke2e3omdNOO43f//73fOxjH3vOC58yZQqXXnope++9N9ZafvKTn3Dqqady//33s++++/Kxj32MP//5z/z617+mqamJD3/4w7zxjW/ktttuA0Brzcknn0xHRwe33347Gzdu5J3vfCe+73PxxRcDsGrVKk4++WQ++MEP8vOf/5wbb7yR9773vUycOLGu8Lnyyis577zzuPzyyzn44IP5+te/ztKlS1mxYgXjx49/zu8zJSUlJSUl5aXPps09ADQWcrA1dE4Owy7OdcWgMgq/4AZOdjrAkdysE8NbTz+cL37995x04mL3lBJJ9MfYr7eRQfoCrymo3+jXusGESoZrUqeElFEQUoxqZ/y8LkNJEBbhC2zFdVV5ScayVAIdmnq3k8r5COVsfIUQyEwti9kis5K4L0LjsrOFgoZCFiwcst9efJvrMUlxsKO1cYQFr9XGDcoFiqA5wFQ0uuIiFVROuXxzGH2wOyUlJeUVwnBXKIANm7qYPmUc1lru/eeTAGhjuHnZ4yyaNYVWnQFj8ZoDVM4VMcBdl4zGxm4nsu1oaWTTtj4efGwtP73iZo7ffx8KuQxPbNkyYvpbH3qcNx114IhrKKkkuhKjByIQgnBrBZlVZFoyCN8jGoyd/XtKSkrKyxhravd7hqi3StCSqztKWgNxqYoMFDIpQKvMjhGTu4rWhtvuXcljj29g3uyJHHbgHOKqphKGbN3Ux/SOth1eUxPuDY+2tDWhCu5a32rrHERq9yLGuigZa7GlmLC7glcoOueD0CQaQOvcN5TARiTCQJE4NDjXk+23k65oTBi7eWhbdyg02jkOKl+ich4q67l77iR6ZtitRN09pDZ/a8HaxNEkWYf6omu1fpXE5yTxPF/68u+4/oaHaGzIsXjhTGY2NHPl3+7FYPjsWa/j4afWs2ZTF/euWE0Ua46cM5tCJuDJLVu54ve38rbXHoStapTnokbX9PTwvatvYW1nd/39ZpTH8jUbWbDXFEyo0YOxc0OpOcN4QxE6MqN23oUuBV7Rc5Eptc9OgBASkRFYbQi7KoRdle22+7BoH+Xu54ZHqtS2jx6M3PcgceuoNRdYayFxLZGBcJ/L8O/VdtRe6yJfRn8/teVuvw/UXmsi45wuhbs/FZ6sx8mYqnbv2xfY2LiookSMZKPYffyxxcQGow1SJc4eSjpBlee+BzsiMFHsmosyaod129rlomdaG/Kjur/YYUIRVQiQWY+ot4ouaRffmkQTA9gocdaRYDVu+1qT7Kfp/W9KyvONDFQq3niRcPHFF9e1AdtzxBFH8Je//OUFXqORvFjXb7eFInvvvTef+9znuO2221iyZAmFQmHE8x/96Ed3eV6ve93rRvz9xS9+ke9+97vceeedTJkyhR/+8If84he/4Oijjwbgxz/+Mfvssw933nknhxxyCNdddx3Lli3jhhtuYMKECey///58/vOf51Of+hQXXnghQRBw+eWXM3PmTL761a8CsM8++/CPf/yDyy67rC4U+drXvsb73vc+3vWudwFw+eWX8+c//5kf/ehHfPrTn97dTZSSkpKSkpLyMqNSCentLQFQzAaEhO7+OrnHdp1R4DXWbDzF9mNWI5FDAzXHHrUf+x44gylT2uovVVkFCOZOmcCKdZuZPr61bqMLLr7Db87U7XmHIm8Epmrd4E7aKZLyr0S44h7Jd9HLu31D5T1E5LryVEEBFhtaUC62wMSuSwttXdeiSuJwGhW6bNAlN3DXMamZeTMnsnzVRgAmNDSgByLXYSgEpuIGzFRG4jcE2ALEA2GyDj6uPS4dJEtJSXllUyxmRvy9Zs1WZs6YwKrVnWztGnID+cF1t5HxPd5y1EE8uWYTZyw9mFxvzM+uvo33H34oZgyhiK5oWvN5Dpo/kz/e9iB9pQo/v+luNvf1c+4bj2bFus3sP3Uypx60kBsfWsFtT6ziunse5Zgl++Ap5YoiSkDorpuQrlAV90XEvWH97/ykArTs0U2VkpKS8i/FJioGlVXosiakjF8MQAonpgs1XtYVn59tw8Df71rOP+5eQefWPh5ZsW7Ec69bvB/7dnTwxKYtZA+YR1Mmi/AVXoOPynngOefA4cXvuusTYKpOtCGHF9ATUbcArIiJ+0NKa/uJByLn5jFMgOE1BgRNPtFAmER64IrjSRya6+S2mCiJASGJDZES6QusARW4Zg0bW6K+kGggQggXv1OPs3FLTATtbntabdDVpFGjIRjavsOMUwBsrImTSJGunn5u/NvDAPT1l7n/n0/xzje9gYPPmMK1jz7GN6+8gfZikX0ndTAwYTyxNrzviENHfiD9MQIwYUxYiplIlgtPXEqkNfevXUdrIc/s8eMA6FrRRc5/5kgRvz2L9BMxj3IiGWucG4jwnEhjLMcJIRWqJszYRbGBGDEo4pxudCVGWwHGOImJSP4RYCqJgCNBeokYRDgRUM3Vw0UDCby8P8Jl01qLjQxx0iAgM+47IqSLKNKVmpAmaW7ACVRsaBDJByq8IedNURNjWQsGjIawxzUN2cSdw+2aLkbGRKbuzDbq9vAkuhQ7wZLnYpcAqpWInt4SOd+npZDf4XXDBTcoiYndvW7QmiMeDIkHY+JS7AQmgcIr+HXBkhPH2KE4ndRRMyUl5WXMBz/4Qd70pjeN+lwul3uB12ZHXqzrt9tCkR/+8Ic0Nzdz3333cd999414TgixW0KR4Wit+fWvf83g4CCHHnoo9913H1EUceyxx9anmTdvHtOmTeOOO+7gkEMO4Y477mDBggUjomiWLl3KOeecw6OPPsoBBxzAHXfcMWIetWn+v//v/wMgDEPuu+8+zj///PrzUkqOPfZY7rjjjjHXt1qtUq0Ope/29TnVZxRFRFH0rLZBykhq2zHdnikpz450H0pJef5Yv74LgCCQiNDdoVsBsYkx/QbpCfyGgNhowOBlFLGOa+7sO2CNRRQUGIvxYPLkFqw1REmhxUiLQfPR1x3Jn+97hBMOXkA4ULPxdTm4fj5DrGM32FLV+I0+MudDaIh7qxhMuv+n/EsxwqClRgW2HtVqfYFMLKVNbLA26YDySPKdtesm8wUmACU8RFYl4ioB5aQzLJAcfuDedaHI1DnjEM0+8UDoHLgbPbwGn9hqqqUqwheIvBsUq+0XMiMRWoy5n6akvFhJr/FSni/mzZtEPh9QKjkh3ZqNW7EB3PXA4ztMW41irrjudgC2VEpMHd/Cyo2dgIsbqPZXkQXXRWy1RXdVefPCRRw9Yxad2Sp/vO3B+rxueXAlB8ydxqbNPVz8hlPwpGTOa9p57ey9+PWdD9DVM8Dph+yP7nZiEH9KLtH2JcKRwF0LWW2I+2OicPfGYdJ9KCXl+SPdn14YwmpIFFaRVmADS3WwSnUwdM0BiQBDW71L17VGW+LekGgwBiBo9OgeKPOl7/yJatV9jrmMz6EHzOauB59isFzlxHnzaMrlWDBxoptH1UDVOLcn38XBaGGI4nhUDUFYqaJNjBVyqOA9HA90f0QcRoiMQmSHujJMbIi6BjFeDl/ZehHfVpxDiEiaNIQApED6SYEci61tkJqWoNZQkQFrDMY4R86aIABI7st1EqNTWw2BjAQ2K+tOLjsgXUH/0v/3R264yYlE9t1nCu8+60geu2MNGc8j43mcsWR/zliyf/1lr1+034jZVEzM1t4B1m3r4eH1G2nO53jVjGlMaW7CUwpfKQ6aOX3Ea3K+jzaGR9ZvJPQsGd9jQnMDUSWmGGSoViImNDYQba2Mvu4J/pQc4hniTevbfDfRaIhCwsEqIqPqTS8j5i0sNtYIkRi3hMMEEjXXEiEQPtgYor4YGSTfFWOdw5h21wpCgO0farYBXJxM8v1w3TXJbIdpO0xkMb1OUOLlfMjIekxqNFjBYJCBrLudCBK3mRhXadvJfmilEzPZ3tB9F4Wgt6/Mt39+A1IIvvTG15GtCMKBKrLgYWOD7omw4ZAg13gGjSEuxfV7XOl7mHKM1RqjjNvWQ2mBDul+djZO9XIgPSe9cKTbOOXFSGtrK62trf/q1RiTF+v67bZQZNWqVc/rCjz88MMceuihVCoVisUiv/vd75g/fz4PPPAAQRDQ3Nw8YvoJEyawadMmADZt2jRCJFJ7vvbczqbp6+ujXC6zbds2tNajTrN8+fIx1/uSSy7hoosu2uHx6667jnx+R+VnyrPn+uuv/1evQkrKS5p0H0pJee6sWu2s0xsbM6zb+DTjaKXTbuXBh8e+VnheKMKC1xZZzyrWb9+suzb5GYsVe3C9UlKeJTffefPzNi+/ZUi0vamyhru7tg49GQLb2Pk+kpLyEie9xkt5PvjQBxdxx50buO329dx190O0tQ1w5f8lBa757Ty6bOsOr3lqYyeberbR01vlwafXs2jqZPSWKoObI6QHnlHIpCo3vrGBzYycRxRrfviHW/nwkUfgSTedxjB/Ugf/PekE9/dWJ17BWJZ3rWDQL4/+BiTw0GPw0O6/93QfSkl5/kj3pxeINXtgnl3wl78+VReJ7Du/jUMOnkR7e57Fhy3klhvX05R0uf798SepipA5i5opxjlaqo3ISGIizTL1BOGDYxcOlZHkt2QJVURVRgyWIpQSZIdHbFhgjMM9G5OfFzHlclwXiQDsNTtLZ9fjzJpehEH32LqBbXTkG5FS0O+XaIqGYuBWNK2iIkN+es2jbNo8yNw5rcxcNJlrHn+A8TbPnL1bycdZCnEOIwzdqp++gQqVPsPDKzu554HRN5AUgtMXL+K1+80kl/FRRqGscsJ+ockYF8v5yBNPctU/H+CoI6dRLAY7zOfe+zbx91ufZtHC8Rx+2OSRn92u0APcvXsveTnT1V3mV1c+xsBARGshT1uxABbiziobc+toDhvJ6SH3t0FV5qGtK+Hv/8KVfomQnpP2PKVS6V+9CikpKc8Tuy0Ueb6ZO3cuDzzwAL29vVx11VWcddZZ3HLLLf/q1XpGzj//fM4777z63319fUydOpXjjz+exsbGf+GavXyIoojrr7+e4447Dn8X7PNSUlJGku5DKSnPHqudXWktO/aPf7gHWE5jQ8CUcVOoPl1ivGpn7sJ98BozCOVyYGVO4WWe+fLKWks8GGONxcsppD/SnjTsrVLeWMJv8EbN5QWIS3Fiieuhir6z59W4gomxeAVvh/mmpLyQ6FC7qBgsxrf87Za/cdSrj0IZVxSUgfv+jvUdN6F2FrowlB8uRc3fl6i3ypY1Ht39g5xx3FKUHNn9FvVFZMfn8Jsz9X0awMuk+bEpL23Sa7yU55vGxmXcdvuVaJ1h+vQFdHXdTTbr86VL3suvrvg7N/79UTZ29danD0NDGDqx3v+7/iZO238BJ+63D/kgcB2yQCwtqzZtZe/x41iQ24tz3+hz3d2PsmTedB5/fBMfOeoIfKUw1pKZmscHwu4qlZ4qucBHC4tKIsL2ZiYy8BBZOfKcYS1RT4XG+a00zGre5feb7kMpKc8f6f70wtD/RA99K7eRac2Rn1rcwbUjGogprx/AbwrwigFxKcRUnRWDLkUuplS4+A3hCUQS5wVQrYZ89dF7ALjonaewz/QO8GTiEGWYfOA0ADr7+vne328nnw348THvQkrnIBWtdcXC+exNZlyOpzd0c9GPrmZCWyNHHzyPSeObaQ8zFKOh74cRlgfWrKerPMhBB+2Dl/WQ+bHvo20lBk/SMLtpV1NPnnd0aLCRcffbFoYyZ4YcRx95Yj3gHNj/40Mnc+SSOWAE1Q2DVAZLiKxk1swpLkoEyIoGFx3SWUUVPBa0OneR6W+fzX3L13D0knlkAp+T9h59nWYCtLvfT1wIt+y1kgefeBpjLY8/vZmp41t5Yl0nvYNlfn3fA6wa7OHoJfN4asMW5s+YyIatPWzs6mNueztLxk1mMm0c0jKbwtoi++89zaV1GhfNUzWa797xIFFkuPe+TTz00FamTWhFAK2NBfad1MG4TIG5E8eTDXy3eaQYFnVikQ2KloXjsMaiKxprjFuGdq4cKqPwCkH9fk947ofkuyakQA9G6LJG+iRjMSO/ECa22IrGGovMeSMcYExJEw1ELqrIWKxw8ThCJlE01mJig0pinKy12Ni5z1jtPnJvJ9EyuqIprRvAxmYoPqnW8CNAZBXFmY11N5X/d/k1DAxETJ3UyvtOew0M9UEwsexihVAC1RogfEGxJDlsykE0LXCxxTZO7nG1iw6yscUrjIzjeaWRnpNeOGoJCykpKS99npVQZN26dfzxj39k7dq1hGE44rmvfe1ruzWvIAiYPXs2AEuWLOGee+7hG9/4BmeeeSZhGNLT0zPCVWTz5s10dHQA0NHRwd13j5Shbt68uf5c7f/aY8OnaWxsJJfLoZRCKTXqNLV5jEYmkyGTyezwuO/76UnoeSbdpikpz410H0pJ2X2McHfz0ki6u/r5v6tcHF1raw5bdc8ppci1uUE6qw0yr1D5sYve2+Mrz41/KLHDa0TWEnshnvRGzZC12lmmZtpzyEC6nF1PogoKGxtMZPD8V/YAQcq/HoUkDgElIWlIyxazeFIBop6bPBZWeSipkEoiPOmsd6va5bMnMVDvPeNI/OKO5zhrLNa3+LmAIOMWHmST3Ok0lznlZUJ6jZfyfDFrlhv7eGz5er54ye8AOProBbS0NnD2W17LrInj+Nx3/rDD63LZgHIl5Lf3P8SfH17GlJZmjDWcfNhCbnp4JQO9ZS5+wylQNhzWNpUj3jADgHj6XAQCmVFk2jKowA1N+R0+37j+Fh5btZFTXr2I01+1iHBLBdMfY/pjZM5zQti8h/Skc5pHoVDPal9I96GUlOePdH/asygkykpsv4YBjdc8ckw6GgwRVYveEqK7oiTWwv0oJfEbfMZSWCxb30WsDW2NBRbMmTby3lTB5LYWoq4qG5OiYKkSsmXbAJPbm8EDU/DQgzEiBtMdccMdj9LdN0h33yCPJTGRXz799RSbm0AJTGyQCBZPm+KW0auJezWZDnc/PRpWgY0tykhk8Mz3uNaCjZJ7B21ASuJyBBq8xgCv4O224MTLAbmdLNNYnlq7BYDDl8zh2CXzXcSmL4mEs0mRSuIJxYjklkLAgy3LWNy0yD0HTGptYdJhLbu3gsAxi/fhmMX77PD4k+s7+Y/v/Jp7l6/m3uWrd3j+WiH4+plvoLVQ4Jh95gBg+uMR0wQIvnjqSWwrlclnArQ2SCGQQqCkZFxD4oxiqY+ZJH/WUb7Clg1GW5SnEF7yOSQfqa6YoeVaXJSQcrlC1hiElO57ICW2YsGzqILntqd20TN2MMZUtQvtDWOM7z4Day1mUKOExM8PjbNYa50IxLqYX5nb7ouxk+pZovepf5ei3hDKFi+jwJfu8eRJayymrBEVi9fkE8WaO+57AoDz3n8Ssxva6FvW7ZopCj7xQITwJEFbxjU5WEtUNvjZAN/33X4auHtcXdWY0EAG/Kyf3u+SnpNeCNLtm5Ly8mG3hSI33ngjr3/965k1axbLly9nv/32Y/Xq1VhrWbx48XNeIWMM1WqVJUuW4Ps+N954I6effjoAK1asYO3atRx66KEAHHrooXzxi1+ks7OT8ePHA85WqrGxkfnz59enueaaa0Ys4/rrr6/PIwgClixZwo033shpp51WX4cbb7yRD3/4w8/5/aSkpKSkpKS8BLEWrOWWWx7l0q//gcFSlfHjGjn4oInuBhzcYISxbvwi66ECtcsiEXAdK2NOrSRCWKwBMco4mNEW4UnwhBOJSImXFE2sLxGe2aGzJiXlhUYoicr7CCVcZjpOpLGrTjdCCpcLXfs7UCMys6USSQdasq+oIRGINSCEcIXEYfNLSUlJSdmRKVPa6r9v2NBNR0czZ591FEIIhJTMnj5+aNq2Zrb0DXDSkYs4/XUHcfbHvofWhm997K3c9siTXPGX2/j21TdjLeQyPhXfkI0lGItOXKIEAlX0CcZld7h2OmTfWdyzfDU337+c0199wIjnTDkmLLt5yIw7l9ik+zclJSXl5YyNrLt3FFDeWEJkvLqzgYkMYU/FuWEmBWWEGFMYsj2PrloPwL4zJ416P2sjVw1fNHcacx/rYMXaTTyxbrMTikD9+lxIgSx43PO4y8eZNWkcgadYtWErE5uc+/aP77mbmx5YwcxxbezTMYG2QoE5HeOY3tpK1FPFhBpT0c5xw+DcFDIKr+hjtUGXY6xx71sGqn6vbE3inlIxRL1Vot5wpKuDcOcLAVS3llE5j6AlgwwkNrKYWNd0AghAFQO8vBMxWItzZFFip40YQgpWPd0JwOxZE/AKQ2WX2hjCWPfoVtjdGkvYXWZNGse8aR0sX7uJlmKe2VPG89iajUyb0MbeU8azeVsfP7rrbhZMmsT45gZWb9yKsZbYGMphRDWOOWPJIloLBVoLhdHfg7U8snkTf3/sCZQnec9JryYfZMBa4v4IG5n6fZs/hiBoe7eOmqMHWISSziXEk0hfYD1LPBARl2MEzpXETSdQeTc2YyKDqWp07dohEY0MRwiB8ICxR2fq6IqmurWC9AVRKcZWNCKj8Is+KqOIeirIQCKCHd+f++w1YW+I1xhw30OrGCxVaWspsu+cKZRW9bvpPInfksFv2a5BOfkqy+0ajdw9s4fNpE0RKSkpKSnPjt0Wipx//vn8x3/8BxdddBENDQ385je/Yfz48bztbW/jhBNO2O15nXjiiUybNo3+/n5+8YtfcPPNN/PXv/6VpqYm3vOe93DeeefR2tpKY2MjH/nIRzj00EM55JBDADj++OOZP38+73jHO/jyl7/Mpk2b+MxnPsO5555bd/v44Ac/yLe+9S0++clP8u53v5u//e1v/N///R9//vOf6+tx3nnncdZZZ3HggQdy0EEH8fWvf53BwUHe9a537e7mSUlJSUlJSXkZYGND2Bty+Y+vZ7BUZea0cXzqgyezattjI6xDrbWonIe3u9m8z4CQta4ZS1x2HqfSl3WLUhsbVF5BZBC+wsspZ5WavFZl0liNlH89w7+LOtLPzzyHD4r5rhvPRE4YFZeNE49IgY0MwhdOUJWSkpKSslOCwOP1r3sV9977BEe8Zj7vPvtoGhpc27RQgvbmRhobcvT1l3nX64/g4CWzybZn0RXNpR86HTloaG9u4KRDFnDNnQ/Ruc0VOz56+rG0Tm12Yo6qK/5hcQ5sgRy1KHbYfrP58TW3sam7j3sfX8v+rRMwVU3Q5pZnQ1f0MdWh84opPz/nmJcLVltXEBUiFQ6npDzPWGOdu+MzOOPtieWCQOU89EBMaVUvflsW5SmqvVVMaPCKfl0gUgkjbnlgBa2NRRbOmkwmGNn5bSIXoyIzkmWrnevH/BmTRl22Sa7jg5zP3KkTWLF2Ezfc9xivWTTHCbOTwruJDU9v2cam7j48JfnCe08jlwn4253LkEKwrVTihvuXA/BE51ZU1qNv/Tquf2wFXz799ZhKcp7YfvmlmKg3JGgOKG8YwGhXEJdKIrMeVhts6F5njIUYdx+gnHNVPcIycXew2qArMeV1MXUVidvKye8WVBmV9RCewFQNJtaogk9xRuNO9TdPrHaO5XvPmDDicZ2cs3Z6b2ItNtJummSdTaTBJC6kvnxm8Y9x86i/KyEg+a5+4b2nUapGFHOZnYpSrLVM2TwOYwyPrN7A5u5ebCi5Y8s6jpkwl6ZijrqiBur/C0+yeHqRX913P6s3dVFozvOBU1/rVis06Mhgjd2t/UYIgfCHLWSYmEMogVfw6iIhBDu8L+lLeBamB9a6MRfhyRGbPNxWpdpZQkgJyq2DGYzQfaHb1saiRnG7rHHToyvp7hlg/znT+PkNzrX2sAWzqawvUd3qXGeEN9b2cd/hsSJUU4FISkpKSsqzZberGo899hi//OUv3Ys9j3K5TLFY5HOf+xynnnoq55xzzi7Pq7Ozk3e+851s3LiRpqYmFi5cyF//+leOO+44AC677DKklJx++ulUq1WWLl3Kd77znfrrlVL86U9/4pxzzuHQQw+lUChw1lln8bnPfa4+zcyZM/nzn//Mxz72Mb7xjW8wZcoUfvCDH7B06dL6NGeeeSZbtmzhggsuYNOmTey///5ce+21TJgw8qIuJSUlJSUl5ZVBHBq6tvSxfuM2AL7yybeQK/is2uYG3yHp3NhT+a8SUAoTG7ysE4HockwcJvnHFkjcGqQv00GBlFckMqPwGwK8orPXNRXtLKUNiCYflRk9uiklJSUlZUc+/ak3jPp4raj1kXcdz7KV63n1sfNRSmJii7Uwb/ZkyhsGwFp8T/HOpYfxtSuv48yjX8Uh+86CRLCgsh5qDGGtjVysmFCCbOCz9KD9+M0t9/GnOx7k4Pec5mojUuA1uOlNZDCVmHBLJfk7FYpY61qN6/bzNikoeRKZUSMctlJSUnYfEyciNW1dlImSdYGyVE6cvKeuO621lDcO0tnVR7UseHJ9J3/8x4N84g3HMrmtGYQrmCMEP7/+Tm7653LGtzTy2BonABnf0sB5bzyWjtYmnny6k8nZBhqUi2a0wJsXLuLJiZNZNHUycV+IrjpRHlK4mNOaGE/ASQfux1/ufIRHnlrP3Q89yUH7zao7ilRKIef/4rcALNxrCrkk/nH+5A6IYHVXNwAfP/N4JrU3M6G1kfVbevjP7/+WxzZuZp+JExCewGsM3LlHuLiZuLeKjW3djcK5E7q/44HQHeuSbS89icjuKKjQWFRiP+JcD2tWJHZU8YVNPm9bccIGIQV6IEKX4iRudsfPqRpGrN3QBcDsmSPj7G1k6v+bauzegxTO9cQmz4UaoyXUj+EC6QsIZCKSrEXBWPAEUgpMZIdlu7jXCF+49bOJsCk2kLhtFANvdN8MW7OrcG4V0zuc09jMSeNGm3pMJPCmo17Fl395LY+v21x/vCZ+sNrWx1NGWwXYZSOcoXk/z/tdNBBT2TSIqWq8hoCgJeOuXyREPVV3Th3tesZYwDqRzyhs2NrDt/94MwC//Pu9AOQzPsfvM4ewuzLkOjPG+doa58g2tpAkJSUlJSXl2bHbQpFCoUAYhgBMnDiRJ598kn333ReArVu37ta8fvjDH+70+Ww2y7e//W2+/e1vjznN9OnTd4iW2Z4jjzyS+++/f6fTfPjDH06jZlJSUlJSUlIcsWX5ExsAmDqxjcamPEa6ATKrkxt4X7qBqD1gESulJNPsg5SuY0Tg7HYTa3UTWVRGpSKRlFc0ypPYvFcXa6mCh6zZGNuk2zPdP1JSUlKeEzIpfr72VfM46rD59cdNqF0nb6hASmyoERmPwxfM5uD5M/GERA9EWG3xGvwxCyc21JiqcaNTZZB5xXEHzuc3t9zH8jWbKPdUyDdlGN5F7KzjA6Luqis6xaMXnV6KOJv9RJS8i44FJjbosgZhnaOWJ+sW/Tp0cQqymApFUl7e1FwFhBT1/cjEpl4Af66CKastuqoRnkAEEqstJnZxpQYnXnACArHbrgk7o6urn0v++9ecu+RQWmSWz/7fNWwtlegbLPOH+x7mvaccwRV/uY2j5sxmRkc7v/v7/VhrKfoBcyaMo6OxgdcvWsBEitCtmVdwAoDYGMpRREMmw8z2Nma2t0EZwnJlxPJNedg2MJZxjUVOPngBv7/9Aa6++2EWzZyCShw3A6GY3NhE25QCbz7m4LqzUUsmh44i1nRtY3xLA4cvmF2/h54zdQInHLwv37r5Vt74qkWccsziHZ2QjCXaVsVoiz+sQC92sarxlzsf5oprb+c9J72a4w/ad+STY9zLC0+OLNhbix6IKG8qOdcP5WJgsSQCAVi5aQvGWJob87S1FLEWou4qcSmuO4rIjIuf1YOJm4kUWJJxhtCQmVBwzjDWgFKorHKuFUl8iokMWIj6qtjI4DX5+IUAow0Y8IpePfrT3Q8l7jGxIS5HVLeUYSBitJgVa61b3hiOFbvK1AmtAKzfum2Yu1WyLbVNxDEKXdbO/SQ5V8W9IX5zhsy43E7FItY4UWQtgmbM6UbRAFkLuqSJB6pE/VESU+PhZRQi42ErMeVNg5jQuniZ7grRtioDUZWf3XQXr5m7Nwv2mQo495pN3b1cc+fDDJQrNBZynLD/fMblC5jQuHGjRKwjBDAQctisGTy0cSOx1sTacN6ZS5kyzYlxoj5Xb7ORwVZjRCb5ghuTOAAlx7g90aiUkpLynKi5+b0QPN+OgWeffTY9PT38/ve/f97m+WJm9erVzJw5k/vvv5/999//BVuuEILf/e53nHbaaS/YMneHXRaKfO5zn+PjH/84hxxyCP/4xz/YZ599OOmkk/j4xz/Oww8/zG9/+9t6JExKSkpKSkpKyosZmxSRxxostNqwYlViwTtnEtIXmFqzas1RZE92cggQvpdkLrt8ZmebmnRBeaZeuElJecWSRDTpqkEkA61iWDwTUu5K1HRKSkpKyk6QgcQr+uiKBlzhxEQ2Ka74xKWYoC1D1FOF/tAdiy1o62z6bWwwoR6z+9ZUNZlxefzmgPLmEro/os3L0pjP0leqsG7bNmbnxyMzo1yzSeGKTmN0J78UsZEhLsdJAoLAy6kxbeZrmEhjYu263odF+ggpkJ4rWteKdSkpL1d0JcZEFqmEix+pdfcnwg0kz1EoYhDJPKylHgkKrhBsQu0K+rHFGpsI2pL9UTBqLMaucM1f/knn+h5Y4v5+y6sW88Vrrgfg9keeIIxiNm/u5ayFizE9IV85/fVIIRjXUBwxnzDWRFqjpOCuNWv59T33s61UZnJzE9PaWnjf0YeTVS5qRQbKRbYk7wvrzgUyUBRmNHL6GYfy+9sf4NHVG3jHV6+gtaHAl089BV8pLnxdEksfQnlVfz3JBaCnUuY/337SDpfnJx6ykD/f8TA//vuddEYlxrc0cvh+s2ltLADUj//DI8d2h9/d+k/iWPOnvz/AXcue4nWv3p/9Z0/dvZkIF2Oj+yOEL7CxxlZHnnuWLVsLwN6TxlPtLBOXYuLeyDmjJI4iMqMo7t2CHgwxoUHmPGIdw5NOABC0ZlDZHY/5KqtGPJ4Znxu+amOus5A1BxaF1+DjFwMnYEgilNypxt1DVbsrxL0R6jkKRTpaG1FSUgljunoHaG9uqBc1rYG4P6LSWUaXo2RsJfmSSMHmxzv54Xdv58SD92PJvBmovIfKeQjPCVJRkrC7QtRbRXqS/PRGvPzI9Y36IqpdZWxkyI7PoYqBOxdaqGwoUe0uu+UmQp+4N6QKoISLGZauAQEhUBnAWP503b3ccN9ybrhvOf/z72/hf6/+O1t7B/CU5OlO50I7va2FN89bSFSp7rBNLNDsZzn7sIO5ft2TnHHUgVSjiGIuOzRN0hQkA4nRFlGOkRmJHoyd0K3RQ1k7pjtbSkrKvwarLdWtJSfkewGQviTTnt8lscgzXXf893//N9/4xjdeMJHLpk2buOSSS/jzn//MunXraGpqYvbs2bz97W/nrLPOIp/PAzBjxgzWrFkDQD6fZ+7cuZx//vmcccYZI54bjbPOOosrrrjihXg7e4yVK1fyiU98gttuu40wDFm4cCGf//znOeqoo+rTrF27lnPOOYebbrqJYrHIWWedxSWXXILnPbtzxC6/6qKLLuKDH/wgX/va1xgYGKg/NjAwwJVXXsnee+/N1772tWe1EikpKSkpKSkpLyRWW3Q5xgYKlRk5sOBEJIblTzmhyD57T04ed8/XLv5V4vSxR0gGE01s6oOLJraI2qomg48pKa9khHQ231I5y28dmvogLFLi5by0KJaSkpLyHBFS4hWde1PUF4JQzk2kwdnXS08StGYJWrLEvaHr4AdUVhK05qhuLVPdVILMyNZeW40xoUXlPTLjs0hfUpzZSDwQocsxe8/o4L5lq1nVvY29xo+DYBRP+uRXG788hBBWW+KydgVlTyR/x3hC1K/7rHGuBhgLSiCVdJ3PnnRF6sgQlULnLOJLlK+ciLJWi0tJeRlibeLugXXRMIIkfiPZb7TFhBabcU4f1jgxh9W2fkgRSu606GIj19WvKxpd1qhcch9Zc0tQwgnqkvs4XdFO2CAAXISIl/d3+T098cRGrvrNndxx5wom+IX64/MndrB0/jz+umw5lTDmHw8/wQdec1j9+QmNLqPLJtFTCNA+fOl311OqVrngrNdxwpz9mTlvInctewopBK9ZNIeWjuadro+pxi5GLO8xsdDMvL0msvzJjcSxpnNbH8s3bWbB5ElERhNkEifMRKvjNjB84NTXgnHOHCQRGkIJJrU0smTONO5buZY/3f4QALc9/ASXvP+NCCHqYjkbGUrlKn+47QEW7jWVfWdO2vFzshZTjjFVJ1KMqzH/dfxxWGB8Q5FyGHLn42uY1NRIe1sjFosUAhtbhExcKJQY9XwiArVTEcXjnc5pfc7E8VQ2lpy4JKecAKHTTSMDhfQFsjkzNF/tlpWdmHcCnV3g2ZzuhMBFFI2Fhbg3cp91fSEuZo7aLVZGjekQBk7sILWlo6WR9V09rN2wlbZcDkwyA2Opbi27uKCMc0sZ/mb+essy7nlsNfc8tppvfOBNTG5pcs9LXHyOArRFZhSmaiivHyBozSCEwERu34wGQjethME1A+5YkDiamLITXYjcdvFE1g45f8jtxlmk4M7lqwBoLxa48H//QCETsHd7G4HnIWM4aNFeTAvcvmeMYfVgL/NmTQRE3d1l06puWvI5XjVjKr6n8D01bPFDolfhC/KTipQ3DqIHNaoxoDC1wTmc9EUu8iolJeVFg7UWExnXyLenm/mMW5a1FrELF/YbN26s/37llVdywQUXsGLFivpjxWKRYrE42kufd5566ikOP/xwmpubufjii1mwYAGZTIaHH36Y73//+0yePJnXv/719ek/97nP8b73vY++vj6++tWvcuaZZzJ58mTuuecetHbC0dtvv53TTz+dFStW0NjYCEAulxt1+S8lTjnlFPbee2/+9re/kcvl+PrXv84pp5zCk08+SUdHB1prTj75ZDo6Orj99tvZuHEj73znO/F9n4svvvhZLXOXhSI1VdGsWbPqjxUKBS6//PJnteCUlJSUlJSUlH8ldbGIdTEu9cEgC1ddfRcPrnAdQfvOneJsY3ur9efBdebsqYKEGxCTYITrAEpEI3VrdTF29m1KyisFIV0ee71z2nc24NQGeNN9JCUlJeW5I0AIiSoorLZEAxFeViEzvrPmDyRUNX7Rxx+lAOU3ZAi7Kq4w6AmkFK6QayEzMUemLVfvzBcC/AYfv8Fnn3mTuW/Zap7ctIVj584h7o/c9VFuqLAkpHCu/7WC5Ev8sO9s6g3CU4hELGIShxEP5zQXV7TrqpYCG4KRGhNphHVxG/FA5ITGSmArmshGqKzCKwbpeTHl5YtxETDDr/+sTQT+SSyItZa4PBTHwfDuWWtReR+lRi/SW2OJyjFRb+j2TSWIejVRUsCWSuAVfBcZUsNLxtKT6AkTuWYEhFsH5OhihBr/+8MbuPXWxwCYMaN5xHNvOWgxrc1FrrzjPjoaGzhk5gwAvnTtjSgpedORS5g7Z/KIff6L738jADJ5bN60DuZN63jGTVvfBtqiil69tn74QXNZ/mTiwLn3ZH71z/u5aeUTvPsNr6Gptejeu05EBjiBjilpMhPzeBlFXNbueBVqrDZ86ITXcvusp9g6MMhf7nqEFWs3ce+KNbxq3gxQgqqOySiPVQ9vYAI5nli2nulNTaxc30mlFHLAXlPp6h1Elg3N+WFuG1B3V7FYckHAUXP3hn7Y2NlJJYyY0NiAHPZZVOKIYmsBlVdYA6aiMbHBbw526uaw8unNbtvOmoRqCIZtu6Eu8529PmjOPCsByPOFKvqooo+txm7II9lHhACRUU6oOBgNRe7A0Lm3JiaRrtt9yoQW1nf1sKGrhwNmTx1yFLEWmVUjY32Gsbqzu/77j264nQvffapzP7GJyKsmBFMS5Ul0Oab8dC1Kx+1X0heI3FBsi02idwC6wwoXX3ENAEsP2o8TDt6P2pvcXig2WK6ypbefwPNYt2UbU1ua+cKpJ+GNdpyQzi0F4PN/vo6VnVv4zDtPYcnc6QBs7Orl7yuf4NT9FzA520A8ECEDF2/khGx6aJwp4xG0ZRBZBdoJap0jiq2/x5SUlBchUjwn57JdwcRD1zW7QkfH0Hm+qakJIcSIx2DH6JkjjzySBQsWoJTiJz/5CUEQ8IUvfIG3vvWtfPjDH+aqq65iwoQJfPOb3+TEE0+sz+eRRx7hE5/4BLfeeiuFQoHjjz+eyy67jPb2dgA+9KEP4Xke9957L4XCkAB21qxZnHrqqTu4mjQ0NNDR0UFHRwff/va3+dnPfsbVV1/NJZdcUp+mtdVFnY0fP57m5uZd3i7bs7N1//73v8+FF17IunXrkMOEhKeeeiptbW386Ec/AuAPf/gDF110EcuWLWPSpEmcddZZ/Nd//dduO3xs3bqVxx9/nB/+8IcsXLgQgEsvvZTvfOc7PPLII3R0dHDdddexbNkybrjhBiZMmMD+++/P5z//eT71qU9x4YUXEgTBMyxlR3ZrLV/q3RkpKSkpKSkpKUDS3WQRnsQk9t5eMpiwelUn3/3pjQCcetwSpk9sp/T0AJVtpRFdUXs6G9bbbhBp+A3Hy6FrNiXl+WD4flCzTU5JSUlJef6ouTeZyOA1BsjAOVQIQGUUUknXuj4GKq/IT2sgLkXEfRE20qicR6Yti7+Totjes9wg5hNPdyJ8gcr5oC26Etc7hWtFrJqLyYuVWrEYARhXNB5N0Ggig4lB95VdLSij3Ps2hrjkCmHWWFdcEjUbf4stW6qJoFn6Ei8/dA2pQ4MNtYveSEl5mWINRAOu0176LjIlLkWu69YAAryi51wFBPWu39p+ZGqF5LHcHCxOoCXskCtIZmjfNpEh6o+Qvqw7lciMK4YL6ZZnQuOEXtqJWmTgokTGuqdbsWJD/ffmohM+CF/SOTDAuEyeU/bZh5P32cc9Djy5ZSsPrd/APtMnMmuvjh2OL/K5Fpc1qNzQseWkoxZx9/1P8qr9Z/HW0w6jsrlEZWMZ1eC2jxACvKF+Zxsb8CBoctEqfrM7hNvYCWgy3TlOzGdRBR9hLL+//UG+9ZsbOWHJvjyxsZMjZ+zFkulTmdnexsz2NjfTHs28QhsUwPbFtIoM5KG3XKalvYFYWv5454M8vHo9Ry+ax7Gv3o+tW/pYtuxpDpg6hZZcDpLO41hrPKUwxpD1fOK+kLhv5CaItEVNHr2U0t03yNbeAaQQ7DV53Ijn6vFoidPNWFjrHKOEkk5PZGpCSHfOkJ505z6G7oFsXczhhAQ2dsIUWzPxqn3fk+nlTu6VpBIUZ7mObGvs0LiHEggBJrJUNpUwsaamzBSSofObEATNAV5DwF5zJnLXslVsjss0zGvFxIbq5g1u2p18F1dv3Fr//dHVGwijmMD36p3zI+71pEAVnsGlR0pERrrTr7H8z8//xupNXQB874+3MGV8C/vNnDziJaaqiQYibrz7EX511z8pRxEAZxx0QF0kYrEYT1AOI4rKB5NsgkAye1YHKzu3cPkfbub4V+3LE+s7eXJ9J4FQnLr/AogsYWd5jPWl7ni7g/g2+UzTcaCUlJQ9zU9+8hM++clPcvfdd3PllVdyzjnn8Lvf/Y43vOEN/Od//ieXXXYZ73jHO1i7di35fJ6enh6OPvpo3vve93LZZZdRLpf51Kc+xZve9Cb+9re/0dXVxXXXXcfFF188QiQynJ0d2zzPw/d9wjB83t/rM637GWecwUc+8hFuuukmjjnmGAC6u7u59tprueYaJzy89dZbeec738n//M//cMQRR/Dkk0/y/ve/H3DxPrtDW1sbc+fO5ac//SmLFy8mk8nwve99j/Hjx7NkicshvOOOO1iwYAETJkyov27p0qWcc845PProoxxwwAG7vR12SygyZ86cZzwZdXd37/T5lJSUlJSUlJR/NSbShL1VgpacK35UNTHQ1zfIb39zBwCL95rKu445hNLT/cS9ISIrEdHQddDOBln2NOngQEpKSkpKSsoLgZACL+8Rl2JsrPEKnrNXVhLhS+eAZkePfrHWghlyCbHjoVa9qhu5WddpD+7aqlbcnDPTCUXWbNiK154l15IF5YqtJunsj3rdYKGN9C5bMP8rMKFxxT8xrPgmBV7SVW21TRwHDPFgFVM1CE8S94Z4oSZoySbN0i560ETGdagrZ6dvKhrpiR3iFCEpUEfWFWl3EpmQkvJiJy7HSC8RgpDEMIXauVZgMZWYOLSgQFiB8JxwCukK3KZqEA1OuFHDxLXoGeHcG40d1XnHRduYHZ6rRYSqjCIuaardFbc/WxLRinNdEokDkrAgVLJfVmInKPFl3WlkuHCkWo3qyzn+qEVQcq+bNm8CcU9I1FtF1OJAsorGqY1c8v43Mndax67fK9a6d3dxegEu+gooeAFf+eSb3fpbi/R2fnyx2iCVrMfI1BYrfAG+wm/JUO0uEw9EvOHwA/jnE0+ztrOb/7v1PgDKAyFT21vY2NcHStC5tY9Z49rIeB6d/f1sGyzje4oH123gntVrOeHgfbnt4SfoGXAF+bedfBhCCsZNaCLb1cW5v7iKKS1NHDhnBrctf5JVnV3ucwIWTJ7I6xcvYEpzM54nKTbliPsiTFUTdlUQvkxEGIL+coWn1m/h6S3d5HyfieOayWWCZPNabGzRpbj+hm3VRYpJXyGU+27qxHHEhAaVCJ1MIij0cqo+XlEXPg3/QIxzmHDnQNdcUo90SeJMrHbTWWOJI7df1EQkNSMOa9z/MhGyjBbDJH1BfuroBb7tmTbZiXlWPb0FIUD5cmhZ2jJQqVLMZeoCF1PRDPSX6RssI4UgG/iUqiGPr+scNWJoV7jt4Se49aHH6Rko0dZYoLtvkOVrNyGAYxbOo7evxG9vuIdr8g+Ryfj825EHMiGTJ9xSAeDYuXM4dMYMlm/azMrOThZNdusRjM+h8h5CChpIjg9J1JHKebz9+EO4Z/lqtvT084sb7qqvz4TWRkp5S4MKsKHGhENuaMKTCC85ZozRkOREby9AtEVKSsornkWLFvGZz3wGgPPPP59LL72U9vZ23ve+9wFwwQUX8N3vfpeHHnqIQw45hG9961sccMABI2JPfvSjHzF16lRWrlzJtm3bsNYyd+7cEctpb2+nUnHH3HPPPZcvfelLO6xLGIZ89atfpbe3l6OPPvp5f6/PtO5z5szhxBNP5Be/+EVdKHLVVVfR3t7OUUcdBcBFF13Epz/9ac466yzAuaR8/vOf55Of/ORuC0WEENxwww2cdtppNDQ0IKVk/PjxXHvt/5+99463rKrP/99rrb33KffcOnfuzJ3eKDPA0AZpUkSaBTVYUFEhRhMVTQxfS0j8WUhEU9QkIEmMUUyCMbErKIoUC6IgIJ2hMzNMn7n9lL33Wuv3x9pnn3vm3jsMSBlkvV8vdO45u6xdz97r86znuYre3l4ANm/e3CYSAfK/N2/e/JT2w5MSinziE5+gu7v7Ka3I4/F4PB6PZ2/BpgZd1SSi7kazKsFvb3mEP/2LL+fTnHbIKpLh2HW4lAOstEjbemkX0TPrKOLxeDwej8ezNyCkK2Cm1Wy0sxR5bJ8IncOIaRhkoeV0YVKLyQqKqqjyEcm7FiRNkkWGSYGu6cyKXTCrp+JiaoylqlI6sucuWVJQUkR9BZKxmEa95sQXBthLdRBWTxZ2uMKyTS3pRAJK5hbSup5iGtbtr8w+X1c1iYoJuwsgBclYTDqeYFPyQrhODKow/XOpkFkER+a6YrPCofsuOxZ+hLLneYDVljQxhEpmAignGnMRne68ViU1rZhfBqDrBl1NECqbN9Z5rKfFEhQDgo5weqGIMaDtbi3lVVFiDcjIXU8mdeISG2swICNFoT9ENO9TUrp30lRnK3H/I0PFRLXByEgVgKt//DEa9wwzcudOwIkBwt4CQU+Ut18EgsVizwr44N6FTV3n60S6e5OMVHZ/Mq04R4kTImBdITtwBX9ZdvtC1zW6pjHaZA4rdlrhSR5dM8MuVEVF2FkAAd2DffzrZ97BD665jQcf3UKlVOSkVfswUOhgSYcr1v/q7ofZXK1zwOJ5DG1Nuf03j3DA0nlU+srohw1X3ngnAPNn93L2yUdy4LKWa8SRq5ZROjskTjRr9l/CSces4u2fvszdH4HbN2zk9g0tR5e/OPtlHNI/iB5PSEfaRzMXgJVd/azs6ufIeYuII+d8JZQk3l5352iGkG6/qaLKhAVN0YbI91HYGyEKKv9dbJ4vzn3FTPq9cE5RMszEN814lnDqNWAzJyu0IR6OMzGTbdcJZSIOgxMr/K6s2mc+QsDdazew9qFNVDoKWAwhkrUPPM79D2/mgAWDzO3pQmaurSHwzuOO5o7Nm1nQ38MN9zzEvY9ubBOK2NSQDDWwxvL4xCg1YaYISUxiuPn2h/jeL2/j/i3b8s/LUci5R7+I4/dfQUG2HhhSrVk/NMzm+7fRO9cV2u7ZvJmeYol5Pd0cvnghhy9e6PaVEqhJ0adu/7lnJFV0yywR8ak/PpMf/vpONmwbZuXiQXo7yxy27yIqpWJrWzIxLbL1G5yOxpl7ms6fqUxqMYnGaIuUYsZryOPxeJ4umpEnAEopZs2axUEHHZR/1hQlbN26FYDbb7+d6667jkqlMmVZDz30UB4Rsys33XQTxhjOPvtsGo1G23cf/vCH+chHPkK9XqdSqfDpT3+aV7ziFb/ztu3KE7V933335eyzz+ad73wnl156KYVCgcsvv5w3vvGNeRTN7bffzg033MAnP/nJfF6tNfV6nWq1Srlc3uP2WGs577zzGBgY4Oc//zmlUokvfvGLnHHGGdx8880MDg7+7hs9DU9KKPLGN76RgYGBZ6QhHo/H4/F4PM8aWVa0bhjszjpRT4Ebb70//3qgt5ODl83PR4ogBDZNWTLe6oR4olFTHo/H4/F4PL8vyMBFmui6zke9AgQFRdgVoeuatKYRTQt6KQg6Q2xiMIlBqanPTa74YSj0FVGlgHQ8RtdSdM15uHdVSgyPVhkZrjK7v2vK/KJZtM0iBfdGnBPBpNiADBGKVpEoc1LRNYCWo0Gz+JSOJ277pCAdS5GRQHVITOqeZZvRFvk6jSs4NkUpGLCJczUxSVYcz1wUEM75IHgi+/4n2k5t2qI8PJ6nE2udGwKpO49VpJyzRXZdWZ06fcIMr2fufQ7i4QZ5ZIbCRdHY5vXhxCMm1iAEUjWjPZzTg9GgQoG1rkjv3D/a1zG5gCsDAdn7orWWtKbRtSR3mQg6QufI1NxGnbkSNAyPPbQFgN7eDsqliImm2EC4CBxRCDKh3qQGWItNjHMj2NXdKdaYxiQrCgmqK6TYU8AYSzKaYGKNnnDrEYGLHBNKYBONSQ0ykshiQNRXbHObUB3WxVulFpRw957pnDe1JSgHrRiWScVxcE0uL6rk/46A15y+Jv++vqVGfVM1//uoA5bl/57X38ORq9zfj23ewfW33YcQglOPWMVbTzuGQji1/LF6+cL8372dHQzO6mbTjpH8syhQBIGiWo/5u/+5ij//g5NZ3T1Aag1BISBUirXrNoO1KCnpKhaZ3ena39hYbVuXCITT40QKFUqivlJL9KEkInXuMTJUyExYmR+7ZmyYoE3AIWeKSdplHmiem+58LMwuZc5WrWiZZmyMriYko/HTIhSZN7eXk487kKt/dhfn/dVlAHzijNNZMTCbxcVuFq/KBiLvkhx33D7LOW6f5QC8euUBpEZTXT/GeCNGGSgFrd+qAVPkH66+jrUHLGblokEW9/cSxJAMNTiobw4HvfJ01o0OIwqKkVqN+aVOegulfJsTYSC1hErlcUbGWn5w5z38z8230lMp8U/veSMlqzB1d29wkXlP8DtnDH2lEm8+/ghgUjwQAttIEQV3Pgohpgpcs/NEKOnEs5mLWNARuuvSZvctj8fjeQYJw/b3AiFE22f5wADjbuLj4+OcccYZ0zqCDA4OUq/XEUKwdu3atu+WLXO/3aUsBm4yH/zgBzn33HOpVCrMmTPnGXvHeKK2A5xxxhlYa7nyyis54ogj+PnPf87nPve5tmV84hOf4Mwzz5yyjGKxOOWz3XHttddyxRVXMDQ0RFeXe/+99NJLufrqq/nKV77CX/zFXzB37lxuuummtvm2bHHPjnPnzn1S62uyx0IR/7Ln8Xg8Ho/n9wWddWYHZUVa08TDMQ8+6OzZDl61iD9+2YtRUuYv4dZa0u0NOtJWx8J0dqwej8fj8Xg8v6/IQCI6dnn+Ec5dJOiIMHGaF31EIBCRwlRTF8ewSzRNWnNRLGElRJXcKPOwK0KVQ8hs+Lt7OpxQZKTqiou7Fhab4gjTKsTsdVhcZECqUaFyo4JjgyoFbruVwJosfqCuW+KXDKEysUjNFcJVoTVaXAaiTbhsrSuQ1bfXXMFYScKeCBnJzAkmcWKOUGTiGldQNJoZIzf2aBONJWkWmCWAQAQt1xmP53cmu45QAhqZKME4wZPJ/hZP4IwTlHYn8pfZIALnmIS1GFpCEZtobJzSmIhJqyl6IkF1hITl0N0XC5KgHM440l8IgZSCZDR2kSIWV3SuRM6l0jgXDhm5GJeNm12s+7zBPnQtzUUeIpTu/hFNde0wscYmFhoGEYjcbcRtPESzigSVAJsaZCkk6AjyRRRmFTHaoscT146Ccu5OAox20VVGWxcfIrP7bXYPcYKYAFlyy9MT6W7vJSbJ3I0yMYMTtDnHKRHMLDZrujXM5FjSZPHcWVx6/lsoRiGd5T0vzqxcPMimHSMM9HbyD+95A1K6++Sf/MN/MVFv8JlvXp1PO9DbyVknHcHF37+WWV0d/Mv/eyubd4wQFAvYunZRM9ZFAkX9xdzxIxlpYIXIY8SayOxcC7uizM2lFSXjYkayGBlMvu1N8ZNz1Jq0T7IomhyLmw8ncpKhyH5DptmHxYB0PMl/n/OomEliTBlN79oDrSg5q12kytmvOJqf/WotjThBKclY3Botft/WrdyxaRN3Pvo4Y40G28cnOHrZEt5w+CF0V0ruemloSlEIiaUiQ8h22XCtxsPbdnDYogV86LSXMlyt0ZFEsDUmxV1vD23bzrL+WSzq6gFgYaEz29mCqL+IKgeUs8gem1omxuo8vG4r2+sT7BQN3vjSF3HKmlV0de35KHAAGztnMCe2cud204UHbdETKTIw04s98n0siXoLxMMN5zLTGRJ0FfIoIf+76vF49jYOO+wwvvnNb7JkyRKCYKrkoKOjg1NOOYVLLrmE973vfXR0PLELWn9/PytWrHgmmtvGE7UdnNjjzDPP5PLLL+fBBx9kv/3247DDDmtbxtq1a5+W9larTmzadCtpIqXMhTlHH300n/zkJ9m6dWtu7HH11VfT1dXFqlWrntJ691goste+dHs8Ho/H4/E8WQw0h9CookTXDA895IQi5/7BcQzossuMxdmbxjsb2GpmC5xZ7vqRHB6Px+PxeF5oTClQNONkhEWV2ruYTGqcuCNyz1rghARGW1QkiXoKiFC6IiyAzJxKMvFDV6cT6I6M19B19xwmQhc74UQSWSHXWKzOCqWZXb8MXeHXJAYZiN/5uS0fEfwkCzTWWHQtIRlPMlGHc/rQQw1kNSUoBehGik1dgU2VnKgDRF6oFUoQlGbuvktrmni7i+BJhmNQIJWLtWhsqiJLbhR52wh00fp/FzFhmbZwuIfb6IqTzs3EORu4ZUrlRkM7MZAvbnmeItaSjDunA9EZgdb5+W7SrOguRK4hsJkQQ4+nLvrJQtgdtcQGuyCkwGrjBB3TuCloY0nGE+LtjdxRSY8l6JGEZnRL2FOgvLAyo4ZBFiRWQ5jdt3RsqO+sI1VWwFeCqLeALCg2bhkGYHCgxzlgps37p0QWFLqWOlHd5F0UG6JZ7p6Z1hKivsiJYwSIMECV1e70FUglkN3RtJ+jnOjPCuGubchdiWyqs3s3BJUQVQycc4ixmNhk7hUu3keVguy+r5z4JHEuDVa7Y2xig5rBKUMWFATM7FgyidndFfe7EKcY3Yr3IHX3OREIZEHCpCLMi1Yu5dpb7+PwfZe0CUzOOf0YLr/6Vyyc00ecpNy/fgtbh8a4+JvXAnD6kQcSBoqFczJb/e5JIpjJTk/WYpu/Tdrd74Vw+6YZDYYQzlEka5fI3Lnc+WkxOnMhsc6Ry+XTuN+KpqBDFmUW9eZUHrnIw4LRLnLIZt9Nxlp34ahykC2r5TgismgiayzpeIqJbZsZSWshwjleVUKklCzsGuA/PvdORkdrLJw3C7u1wY61O9mYjHPg4Us4LFzB+q07eXTzDrCWFQsG6KmUKRUirLV8+Yc3cNs9jzG3q5O5vV0EgaIkAq697wF2TEzwZyefwKEL5tNTdud9PUnZMDTMD++6h0Zg+cuzXoappdjYxSKJ7Dqd/FvYdObp7CtzcN8SAF6627Orbac5kaUQuTjHNNx1WJxbcq48kzU7BsYeGMbGBlGaep+xxmKFO6YiEBRmlVy7lcjX1XQC83g8eyHGtu7nz+A69kbOO+88/v3f/503velNfOhDH6Kvr48HH3yQr33ta3zxi19EKcWll17Ksccey5o1a/j4xz/O6tWrkVJy8803c99993H44YfvtW0HOPvss3nlK1/J3XffzVve8pa2ZXz0ox/lla98JYsWLeJ1r3sdUkpuv/127rrrLv7mb/7mSbXn6KOPpre3l3POOYePfvSjlEol/v3f/51HHnkkj9459dRTWbVqFW9961v5u7/7OzZv3sxHPvIRzjvvPAqFwlPaD3ssFGmqVTwej8fj8Xie75jU5UyD6xwYS+rsHJlACFi2eDbjv94BuFFAyY5G3jm3qbSNxQOLsKMa6YUiHo/H4/F4XuAI5YpUpqGxslXAsDorLoXKFQYt6FhjtSFQElUKXLG1YVCRQoaStK6da0A2or8pFBmbqBN2hVjA1F3RNG1YTLOz1EJai5FSYnEj02VBgsncPCKFKtIW/fJkSOspJs4iXpREKlc02534JHdQMa3i5+QCqI3c5/FI7CIFAomMBOl4SnXDGBiQxYDiQImwa/exMMlQg8a2misiFyUidOsRgJUpJjEuAii12IYmrSdu2qwgblLj3BCeaqqicQXLNncTY9F1gyGL8Sg8dccSj8cYF6uiU0tYtoiCItlZw6QGVXQxNPG2OrqhCTpDTMOQjsXZO5zAGoNNOyjNn94dQCiBbVh3/8liniZXeK026Ng5dagspklFk873WJMMN2hkYhDdSIm6CgSdoRO3ZW4nYlIvvIokMhS5iEHXNY2ddWQg2fDYdgAWLOhDFeQkoQiU5nUwsW4M00idU4Vw8TAoQdhbIKw8qZT5Pcc4gV/QEbhCdnY92ywOSAhBNLtEVJn+fmXSzA2h6UgRKlSpGc2Dc58aqrvpUtOKTyH7LQlkJjzTyMx1CiWzInpTnOHcIWySRWEFAlUMkJHCxBpVDBChIBmO0VUNNoVAQAprFi7kH97+WgZ7u9BjCSJ0v22nrFnJyYftj02dkOi/rv013/75bQBUSgVOPeKAKds67b0uExSoYkDQEbr+CGNddFKSTSOz+JlpfquaAsgmeXzMpGMxFdGmKRDW7cPmWGCb13oyMUpq3G/6DNEz1rrzvhVtI5qmI600s10cRxZ1zcn/XU0llVklVlW6cpHOwoE+Fg70TW25ELz95S+mfvKRNJKU7g73PLBzdIJDDl/G6ESNZfNmU+4oYVNLLUn408/9LxP1GIDPnvcGJ7DcjcjyqWDj1EW+kW2wwl3DFvdv6a7D6fahkBD2RDQ2VZ0wbZf7jOufcmIhm5gs/on8+cO5k3ihiMezt9EUmZrEPCtCDhnKvc5ZaN68edxwww18+MMf5tRTT6XRaLB48WJOP/303Blj+fLl3HbbbVx00UVccMEFbNiwgUKhwKpVq/jABz7Ae97znr227QAnnXQSfX19rF27lje/+c1tyzjttNO44ooruPDCC/nbv/1bwjBk//335x3veMeTbk9/fz9XXXUVf/VXf8VJJ51EkiQccMABfPe73+Xggw8GQCnFFVdcwbvf/W6OPvpoOjo6OOecc7jwwguf8n54hp4ePR6Px+PxePZe0vGE6uPjCCUIuyIeXrcVgHlzeglN60Ew3lIDnA2uml1gW2OIRXYRzZFIHo/H4/F4PC9khBBO9BFIdNwq7qmCix7RsUFriyxKZHEXIUHD5NEqQknCwBVEm6PxevsqAEykMUFnASHBdrnCpGlo4p31bGEWtEUUJVJkI68bmQNJ5DpurTbISCJD5Rw0yEZ4Z/EVu+twdTEXBovApqkzpps0ilsGMisGu3XruhvFLiR5AXPXopHIInsmYxJD7fFxbGpdXMxEQu1xjQi78tgMa5wwxKTaRbsUA5LhOrKokIVpuvikgMSSVjVW1zCJK05Za/K2CQl2VnPI/ZNHp07wEmRROgAiUKhCJkSJ9V47AvLJYhJ3fgop8sKdUO64W20z10EXZ2DizAliN8VfT4vdXovaIqwTh8WjsROH1JwAS0hXfE8nEnRdoyeS/PqUxdAJKRop8UidwkAJGToHD5sadE1np71bZzwaO5MG2Sr2W2uJk5Rrfn0Phy5fyKyOqUIIESlIDPVN7t0RCelInBV6ndtA2BlRmtcuVBEiKzTjolUmxhuIhuWhh13O/ODsHnRN545KKEHQFVGcU6a+tYYeT5t7j7Cv6EQce7q/rW1Fhe1JpKp10zmXhEkRYJFChBJdTxG54mGa2bPja7VBa9Hax1mkmCi4a8RFc7l7tRDZtZRodN0gixIz3hrIahINNdzhy/ajVJJosExQidqiuiZTnF0iHU9IRhN04mLBVEGyckFH7ryRDDUyMQnuGg4EpmE49YhVfOcXt2EtvPfMk+jKBAxPvP+yQSqRdMLASfcDKdw2yYLc4/uEaEbSPAmEcJFwLXb5DZKZM1d2rFptJ3cXUeUnPseaLjJupZO+iHCuNNnvzp5QjEKKUeua6+vqoK+rPbJAKOgoKF55zMH877U3c8T+S1g6b/aerWAmjLt/i0C1RfmYhiXqKaBKygmPIoWNNWktJR1LEIHY7XUYdRfcb3hDg97lS4Fz5ilJZDFw02SOSaoYZL87vg/K49nbEEpQ6C8/a4kcInv2fLKce+65nHvuuVM+v+yyy9r+vv7666dM8+ijj075bNft3WefffjWt7612zYMDg5y8cUXc/HFF+92uunWNx0nnnjik97vS5YseUptl1KycePGGb8/7bTTOO2002b8/sm0c82aNfzoRz/a7TSLFy/mBz/4wR4v84nwQhGPx+PxeDwvKKy1mLrG1DXVDeOUBjt46FEnFFm2aAA9kbZNLyJJYW4Zoyw0yIbMPLHlrcfj8Xg8Hs8LgWbxSUaq5aSRIcPM1SNpjp7FWainFlVUqEjlzhxCtpYD0N3jikFjEzU3wlxko+hC54bRHNnvns0kWIFJbeZy4pZhEicQoelw0TAk2j3rJeMJBDiBQzj9c52LtbGI5sj15ueTxCgmNq7AFypMQzvnAeVEHc0owz0p7qRjCaZhUBU3Yl8FEj2eUtswTnlRBSEltU0TJDvdA6m1FllQ2NiiZihMCSWxVmMaKaoQoUqq7fiY1KIbKToxqMypeNdj+ETYWKNrKaaus9HRFhkqou4IAomu67bj+nzEaref3PG0WCsQWeyDCGUuJtJSIoNMiJA4dxyrs3gILxTZLbrmrsumcGwyVhuMgaAcZM5DBhm1CiWmoTHauHiVYOp5JkKFmUipb6kipCCtpphG6mJUslM9mluiNJAV/S3ccc96fnj9bxkZq2GM4ZY7H2V+fw9/++7X0VGcauvdjOzIi8rWOVtYa7GxIR6qE80qZgKzqQ47w6NV/uTD/8HO4QkAAiU5cNE8GkP1XNzWjBMpDpRQ5RA9kTiBUkES9RV3Gy2TC0NE5u6RmHz/2brNitQuqsbd90x2b23tZxmpae8Nzi1FOj3BDPcPqw0iVO74yqYo0In8rM2EEkVFGCpkOWiP7LCQjDQo9JUozlFZhJATG9q4GX0jndBIyWnFIW3tlW6wSNg1NWqnSWF2yZ2TxiKUQigYf3iEOVGFD551Gqk2HLlyaR7r4hYMMx0E2xQg7eY+EEwn9nsWEUoiAuWOPewi9siibHQWhUJTcNmKewKcK0abiKVVGMtHZs9kWm8Mmf3OU2r/609cw4LZvRy6z6I9m6EpiNllfabu7g0iFOgJJ/6QSmZOQxD1FdudvkqKsDvCZuYpu2u+KioqK3qckDBzJ4HWs42JNTIMUEXViqV6GuLzPB7PM4tQYhcPJ4/n+YUXing8Ho/H43lhYXFZyrhOsOr6cX79mwcA2G/5IGnWSYkSRH0FVCVECIGx2ZCPrPPLj+bweDwej8fjaWfXAqFQgqAcZE4MzWHJAllyUSy7EyR0d7vR9yNjNUQgnPCioV28jGqNgrcWkvGYdDzBGoMMJGFXhE0tyViMKgcEnRGq4Eantw2U1hajzcxW+8a6gjIgpRMFNEUjQqnWNFnx2lpcAbu5XanN90OzrSZ24pVdNz0Zi9uLVkKgOgL0RMLEw6OIwLmMfO/Wu/i/639DnKYcsGiQVx51EEccuByBK7brWgrWFa5lQSIQyBniBISrt7pomsRgYo3RFhkKN6JftiqAdtKociFF7pyhs+1uRl5YazENQ2Nn3QlVUu3iM0rBXmeVvaforKAnQ4GYZENtjXWCECGcaEe38ulFJFvvEL8njirPFNZajLagnWOLzMRgTZGCTq079SQEZQWm3QXDNFJInavQtEiBCAXx9syFKHDOE7LDXcO6nqInUoQQfPfHtzA4u4dPX/p9Rsdq+SKEEKSx5s7fPMKqpfOozO7InYSyCdrdEzIBnXAbiB5PaGytohODbaQUBspt4o4vfe2nuUgE4JQTDmL27G5XhDet+0gzyiqsBG0xM81rUYYycw1qOYaYTJTRKjxLgp4IVXTiFpMY59pR0y66SwlkKURIiUk1JnHCPlmYWezlRCQuzQWZne+y9ZtgtSWoTBIHFlyESdN9wqQahXD3CmuxzTiPbDkqVKShdMff7Q3ntFR6ZgRoUgnkLjE6UU+R+pYqL1q+GAzo8QSnTnHfW2sz5yrpolWMRVfd/dhag4wUwQy/NXsDQmZuGNa2hB9kP0mZE4hu6Ey4NEk4OWlaVXYOY+06ETeBrqeZqMQijHFiCW1bjiWZ/kRNjk+a7jfDuN+rXR1SlJK8ePU+rUZZm0fctOa1zjUlyUQpk84xEQgnHlNQWthBUImIh+uko4mbJzbIoiKYId6puW0msW3n9uSd4RyQlItqKyt29SeKR62LVJri/uLxeDyePeGiiy7ioosumva74447jh/+8IfPcova2Vvb54UiHo/H4/F4XjA0rd5M1rmhSiE7to9y5/0bADhqnyXEOxoABBVXVNgVExuU8KM6PB6Px+PxeJ6INrcRY/Phx3siuO3JhCKj4zVnu54VqkxqWg4l4IqwY4kT9yqJbmjMjjrWuBHcyagbdR90hE6gkc0nA4GwLlpmRhcNY0nGk6wo1RRISGRBEpSyLjUlEVHmioLAxtqJYqQrwCbDMbXNVVSkSCcSbGJQHQGF2WWCjsCJM+op6USCjHZpgxSojhATazY8vp1r77qf7/zit/nXdz66kW07x7jt/vW85egjEPXWUO10JHbRPh1OqDPT8QE3gjrN3AqQAtOwmXtGa+S429fkxTeVRQlZbdpiBIRwhTCTukKZ1hbdsASJwWZDz42xTjzRjDMoBU+rCPvJuqLsdlnGFf5kACCyfeliKJsuONY4lwY38jvbp6mLzLDa7NZFwENLgBS04opMQ7ccWxIXBSKEcOIIlQnEhhuY2LTO7+mcLLL3P1kMoDj96mUgMPWUe9du5OIv/bjtu76eDnrDEn/18lMoBNk134D6BifqEEogywFRb2Hm45xtR7yj7lwJJNQenyCdSIm6QtY/vpOrrr89n7wQBbzxVUflzhhNRxFZDNx5Fk51JDGxK5yndZ2XpZvTiEBS7A4RoRMv5JE4ze2PJBBgKi1BSmtXhtnyNWo357FUTpBmEtMSoBloHlwhhdueSe1ui9IQbht0w2TCBMgL7NpijdmtY8meYDP3j6d6r4lmFV2cTTHIhDjZPbKpCxxPSIbqWWRNCghUZ0ihr+B+p1L7lN0yni2akTbTtbIpENzt/NNu3yRHGiUwNY1NnKgm6HC/2zKSqIKktqnaFqkEAgK3bqvdsbepc/EyiUFY2x67Zl38G819LbT73c9EUqaaIguKaKBMUAmz6XUuspRlRXFOiaAzQggozSljB9xzgq6lTnS2m/PHJO45RwZum9qed5rPE9lvxa7Y5vORd671eDyep8y73vUu3vCGN0z7Xam0h3FxzyB7a/u8UMTj8Xg8Hs/zDmtty4JXiT3qLPrVr+/ngr+8nLe95QTOWLmS7//mDuoYujqKGGvZZ94APXFI0ojdcnftCGvmCisQtGfVejwej8fj8Xh2T7MAtad0ZUKRsfF6HtshMmcMW7Sk2Whva3EOJZlYQwZBawS+dHE06UTiikCRREtXVDYTGmsNqhBASWEnjdxvohPtYnKyUeJWO/FDOp6QTmTOHZEk7I4QkSIdj0lGkzZL+7SWkA7HJFLw99/+MQ9s3Mai/l5e9qIDOHL1Cog1Jrb5860ZihGhK6AN1Wt8/tvXcfh+i7n86l9RayQAnP6iA3nlMau57e5HOXHBUmfpn4lEVLZfdNUJZHTVOQI0MYkTscis4Ceki+0RoUCIdreMZvRE+zF0DgVpNUXgBCVi11HbkBXCROYmo0mrSbZg2p1TjM0EPE9t9LS11sVYaCc+sdqNhpfKxWE0i5tPtThstYvhsNaSjjthAsLtNxEIglKArrtYGllSBIUAqy3JeIxODBhLZAqElZljLjyQjseoSKHKQZtbj00MNjGkow1MQ6OWdSGVIBlqUN0wzq33r2Pt45s5c83BhErwq/seZt/Zs+kSETZuCkigOK9jRkcMEShMNeWRdVvaPn/1aYfzR288gcdu3EBBuy70h7ZvZ7zWYOW8uUTKucjosYRGYijMLTM6PAFS5NFZTWRBQdR6h7SJJtlZJ9nZ4J57HsNa2H/pIJ/68FnUdcrsWZ35vM0oEBk4Fw1dN5OcNZrTWMLuiFCJ3JXFvc82z/9J01onuGsW3pGThBzZ97mjx2TRxm6uIRG4ODBVCLL1Ztdjdk81qckFf9POr1rxTLKg2q5XayypAIZjrAbxBNWMZmSYu1+Tb4gl215rs/3T6kdoCory9kzTTlWQqMLU2KEmYWeYR9akEwmqoAg6IxdHpS2ymjzvB5v8LgI82YyFixSlphhjl3NKFAJsPQUlwFjSuiYdS5w4pBJgGwbZEdCxoJN4Z436lho6Tto0jbIgKA5WEIGgvrWGbmjI7gWqM6JjUaXNYSvsdv/fPAV23UQhQIQCGWbPHNnvu9W0xK/K7RubGMKeiHCaAUfWumcK0zAwTUQW7qcF5YUiHo/H85Tp6+ujr6/vuW7GjOyt7fNCEY/H4/F4PM8pNsupN4lGhmpG6++2ebLOaayzCFWFwHXeZ1nQxliCYrsV7yWf/yGNRsK//8dPmPPagHsf2cRvHltPIXTTHXfIPqhK6Dr3IbcJRrhOClN1I1vKCzoRKXkxwuPxeDwej8fz9NPd5YQiwyMTU74T2Qh9IKvu7FJsmlR8koFABkHm8GBIE/dM1xiuo4SCTkGSiT7ySlP2fybWLnZQtoQquVglK4DqhuGemx9m/rw+KlExi83IBBXaPZvKouK+zVu5+f7H3DaNV7nj0cc5Y91mXnfcYXR1lUnHYpKhRt7udDjmtvWPcdsD67jtgXX556958SG88aQXUSiE9K8qZvEH8PjQMOuSMV667ADXrnpEY+ME1hjSekoymhAPN0jHY1f4KgR5QSzo6AIrXLSPtogwGw09Dc3oCoJJkQOi9di8K1JlhdkZbPRNrLPC9i6F76ZoR5BFt4isOGfzOAypXJHbNLKq9qT4D5NaSEy+blVUrr3GxQ0JmbnLCOf8grUuKqcZWYDIRrEb0okYXXPrUFG2nGbETk1n65CkYynpWOoiKEJJUFKkEykm1U+ry8nvHdaSVl1xPYhDglKAyKKPRCRIxpwQyIwnJDvrhL1F6ttqNHTKxT+4nrcccThUDUm1xuE9g5CAZZKLjoVkJKYwMMNITekiKB57bFvbx8cdsi9hIhjo6CQdjQl7C+y3cBEf+/L3+Ierr+MNJ6xh1YK5LFAVCnWoPTqWR0k8tmETg/N683dbVQ7b3BhEqFDZOf/42BgA87u6MRtqFAuKJEwIu8LMfSebRwmCzgirG6Q1jSq6iAodGxeJVXCCuV2vtMlxGE3jIJRElZw1i0kyUUUzjgMmOXpk7j9K7vb8FYLMHUJMLwpsmBnvAW5+gcpcmqaIB6SLdpLK3S9s6twhJgvAmvcLqw1Y4eKzCq5vQSrpIsYyJ5W0lmLqLmon39jJqzSAsHn8EdZiUuscmp6gD0AGAtkZEna2h4pYS+ZGsdvZf68RUlAcKKE6IlQ4/bm0a5xQCDB3UreMtrm7V2GgjCoo0gmd33NVQSJLIargdnTQFWXnTObKU1DTunnAnpm96ElxOUI5waDVJhN7uuOvimHuXgO0mXKpYoCuNVquaM3zwbhtk5LnvZjI4/F4PM8/vFDE4/F4PB7Pc0Yz59Y0dN6B5TJb5W5tTU2adeaGEpta0mriOrMNufWwUTLvmLvzznU8/LAbITanq5OVPbNZefKJ/OevbuZHd9/HQG8nJ69Z5bJ3s1xxnRhUokFJdDVFlBSMQ1AOoMFebxvr8Xg8Ho/H83ymuyeLnhmpTvt9m7BgFyeQaacPBAQKG7hpg3IAscBqDWTRJ5NjEYQbmW8F0z6XNguUP73lPj51yfcoRCFHH7aCU084iBcdujxrlxM2CCn42e33A7B4ziwO2Wch3/3Fb/n+r+7g+7+6g1cfcwhvWHkQANtrVTYPj3Dg4CBHzl/IT+cNctfGTXQVi1z0+jPojYrox2vUSzGm7gqdd41t41PfugolJXese5z3/MFJRM39YyAdi5kYS1yyTNS04E8gBQLQdY1NarkDhlCuaCuUyF38wGa2+iCLkqDsRkzruqa2YQxZUM6dRbh9G3Q5636hhBOFZ4VWDFhj8ugZk7ritI2y/9dOQG7SyZE3uyhSmhE5qc0FHjMV16yxuRhl8rKsNbs8zltAt8/b1A0lFiFx20ezpiwgpM29RoZTozGcqw0tdwbPFJpuMAhIx1PSidS9DwYQlEL3fmYFVlhu/OVaZs3uwk6k/PS+Bxmr1tlvzkDb8h7atp2f3v8gt2/YyIK+Hj54ykno8YTPXv0zjtp/GUcsX4Supfm1iXSRNusf35Ev49iVy1lEhYmHR9GZG46IJGEYcOZxh3LRf/+Ar11/MwCvXH0AbzriMAB2jE/QUy4xu9xBOhzny1MdKYU55Wm3//FtQwAsHOxDKIGupkysG6Uwu5S7iUDznieIegokI03xEu7cLAcI6851oWQe9WWb5kahQhVdUdvt21YMly26/d+85vJImKbLUlOntbvYESFATIpmEu3CLYF9QpHE7lx/pJKIKEBom4vYTGxctNOkeA8VhQTlABGptvVNlqhEhSwaK9ZOPNOMVMlEIVhI62kmnHMFfVWU6JrBBlNjf/YEawxI+cJ2JVXSnXtPYRc055GTxVYCwp4CYc/u51MFBTMbwUyLSZwgRIbt/VImNURdESpSkPVZNUVWJtF5JJFNmuf+JOFVdkmocoBNnHDVNkVgmasPoXRuKh6Px+PxPIt4oYjH4/F4PJ5nHWudTbWua7BuBJRU0tlYZzatqjy9NW1TUIIU2WjSrEO54Tp2ReBswdNqilAwNFrlok9/E4DTTz2E4UeH82W97agjWDqrj7nL+ykVorZIm7AcoOsGIQxRT4FwsAh3gTEWOanTy+PxeDwej8fz9NN0FBkbr5OmmmAXq/Z8VLDNogkmUmxqEAVFkLlHJMMNgkqUO3zsSjMSQAiJmG6wu7aIJ3jo+8G1vwWgESdc/6t7+dmv7+MzHz2bg1YuRGcOHVrCDXc+CMC5Lz+WQ1YsZMHsXv77x79iZKLGyPZxACZ0wvu/+k0s8K7jj+G4fZZz/ikn8j833cIrVx9Ib1TM12uy0fAilBx+4FKOvns5N979ED+7/QGOW70va/Zf4kYrN+3sy8oVKmk9xtrUoGONnkihI0AVZCuup5q4SJrJxd2syJmOJk5ILQW6mqDrzk4/tQlgaShBYaBEUA5JxmLCzoh4R41mtawZD4MBpCXsalbxWkKQZnGu6RyQI9ojcgBsUyyeRU7QnCcr5MmCmiTo2GXeJ3D6mFwwnI4p7gdTcguYJHTxTIfNhCKyGLhrMjuO48N1GlvGueXOh/nNTQ8iAsm1t93XNm9PqcTszgrGWt75X19j/uxe/uD4w+gb7KYyvJPfrnucx4dHmN/TzbuOPhqAZGfLuad5ZHQk2Tg0AsDHzj2DQ1YsdN9bi91RB8jPgcP3W8LgrG427XDT3z+0nasfeoDr7ljLxtFRVi+eT19U5IQD9mVZ/yxsYtATKbqaOiGHFKjOMD9XNmRCkQUDvYhIoSKFaaQ0NlUnCbVAFlouONGsEjbNhA6ZSEpGEpuJ05piEMiK0EHTEWTqjU4IAUqgprkH7qkoQkjhivhKufdxa6F5neNWO11E1Z4iJESdYSY2aN0bbGpzEcuul54r2reu8aZ4RjSXEcxcFomKKr9PNfdBI625qC2VOaZMF1GyS5E/b4NxKgH5AhYBODEO07qANV1mf5eYsCeDWx/ZudO6b1tr0XWNkM5VSzdM7h6CEEgpUMWgzXFLZCJUVVKYOHPJLSi3zMmbYiGZgDBSuRNJLnLNrmuMRb6QxUQej8fjeU7wQhGPx+PxeDzPOjY16Frq8tFD5Tp3GxoRKETkMpNlarHCtkY0NefVFttISevONjwohshSkFvZtkZCuQ6Zz3zue6xbt52B2d28/eyXcMdPH2wtC8tx+ywn6HIiET2R5t+JSBIUJUFXSKG/hJk0wlCIqR1RHo/H4/F4PJ6nj87OVkzE5i3D3H//Ro49Zn8KBWfp3yyCYqG2acKJhjWIUFCcXUI3DPHOOkFXSHlB57RiEREIdN2gq0kmGHbDe61pFvcgGWlQ36KzKJEAWVTObUPClu0j3H6Pi4W54L1ncP2N93LjLQ/yyYu/yx+f/RK2bRzhxHlL2FwfZ7+BAQ5ZOI+Vvf2Y1HDymlWcvGYV19+2lnDEPWf+4Ld354XrL/7iV8zr62H5rFmce8yR+TYX5rr9ko4nmLom7IlQSvKhN5/Opy//Ib++52E27XQFbBlKTMNghchFIm3brwRCk0U5tqrEzbiembChwGq374UUCASq0opasFmRuxG4SI+wEjW/AVwsBNI9U7vYn0wY0oxnmCQE2fWoWZPFT+iWmCQZjdtGZzdzCmTgXALCrjCPtbA6i6cQAhE44bmLnoE8lyOvY2ZxPMbu3k1hd0jnqGKNQciZozde0JjMLTLbxcZaPvn573LDzfejtUEJQXe5xM6JlrtQR7GAAI5csQSADUPD1JOU8848iaWD/Rx70ArOPP4wPvLv3+bbt93Bnxx/DFIIhqo1NgwPs2b1MlQkSUZiTE2jaymbs+tm/uxeJjWmFf2S3XOkFHzkba/kpnsfAeC0Fx1AGChkOWDpYD/D41U+878/5r4d2/jnP3sz9Y0TmLqmsbnVflVPiWaV0NZQr8YIIVgwu5VZLwsBRM4hxK3cRVK4OKMEQovMrllrXJFdRqp1HYlpREvPMKqcOe48E+uVApQE7CQXBjdoZDJuXzRvBCJ3OrHG7T8hnCuETU0WBSNaMSGT8rOaMWNi0nJVWZGOOccUJ3hrNxnVmahHBu7eYnXWx5E5KclIvqBdSUV2DI1xsWDOJRaad3kZCnRN5zFhQpD/TkzGZLHFQgpkNH0kUu42ld3jd53XWlCBzBynyDLV3O+LihRRb8G518baOeA242sCkQ1cMu3njCATVQpk5Bxyp0NGEl3TyGAa0aKxWCte0OeIx+PxeJ4bvFDE4/F4PB7Ps47RbqSgDBQmNiQjDXRsCEoqy122pLW01ckbOccRspfytKFJqxqpBI1anaAREHSEbpTGaIwFor4iVsAtt7sOvI99+LUMzO7iiIOWMn7XEFsmxlm4bDbxlhrpaIyeSFojtpRAlULKCyutPsKsj840NCqSv9OIKI/H4/F4PB7P7gkCRWdnibGxGm8755+p1xPe996X86Y3vhiYJBQB0omEoBwilMDUNbWNriArI0E6EjPeGKHQXyTsLmDbzClcwS8ecQ4DuThZkBUXLcl4jB537hmxxQmdI0nUV+Saa+4EYPXKRbz0xQdy5MEreO9fXcaGrUNcdPH3OG3V/tCziLmUOf/kEwHQIwl6NCHojhBKcmT/fGy3K2ze/KgTnXzqj8+kEAYsGpiFHo3RYwkiUhQGSrlgIeqbKjqY198DwOZtwy4yIZDQMNjETJk22wFAK7pxTxFCILIexe9ddxu1nXX+4OTDW98XAlTohDem7oqyMgynXZYM3DGjM8qE3k4I0myTEAKdaNdU4YQbOjaueJ8VEjHWCV0mFRWbI8atNsRDDVRDu3eJ2GC0EyXIQILIIixaNeK2f0PrvNANg55IXAE5UnksgWloTGwIKqHbBgvpaExaTbFYgnLYErF4pmANGCtopgfd88Dj/OxXzjlECHjLUWs4eeV+XHr9L6Ck+MAbTyXZWkdXWyL/qkm45P1vdiKPjGIU8ok/ejWX//jXnP/N7/D2VxzH579zLbVGwt8t62OfBXMQgaS+IROaWSiEAbO6Kvky8vOw6XRgDCYxzOvr5jXHHdq2HWccezAAE7UGUgrWbx3izy/+Ggu7unnXccdirEUUJCK26PGU2sQYBsvn3vAH3LZuA7O6O9p3jBBtqUsylIhQIosqE4BluTK6JRKZ4mLwLPJMClNE5sbRvFYBbGKwZAM4mh9K4RwdQpkLQZqxH03xjNVuYIqJde4Y0uZikUVitZbfFJ4pCv1B/tuTuxSJVnuSicQNiqkahMKJ1MphLk57IbuSNiN+dC1FFl3/jQxVy4lFCpKRBiY2ublUHn2U3VczGQ9BR+h+JxoGVcwEU9aJd0xsnIuOEq7PKGzF3ejYEFZCVFEhmvFs2jgBSaoRwvUDydAJQmRB5YIsk1psot21RubSk/1m2dQtQ4ROJDQTMpAYaZwAkUnPHE2xkpIv6HPE4/F4PM8NXiji8Xg8Ho/n2UdbTAq6HjsL3tQgI0U6kaIbGlUKXEerch30uqYxZB2Bwr2Iy2zkozWWtKpJa7o1+s9Y0rGYdVt3UK02KBUjVh6wwNmKJ65DZ15/N0FHiO0zJDsbTiQicJ0BoWzrUIDMNhb3vVDSdUp7PB6Px+PxeJ4xTjh+FVdceQv1egLAnXc+lgtFJo/YDTqiXEAhS+1dXSp0EYW1DePUt1TRwhV+J9ZPIBMoDnYQVqbvHjOJxSYGVZSIKABr3ajf2FDfOMFd964HYM1+izGJQexM+MQbX8ElV/6U2x5azz5zZufLenxomIa0rBjoxzQ06XDcti4RSv70rJOJtWb/xYOt9vcVoa/IE2IsAx2u0Lxp54gTX2TPrzYx7pl6PMHExo3CbsZDGItpPDUVw533ruffvnk9AMet2Zf+ns7Wl1I4B426dnGTMyADic6E40K2hCDW2NzgA0meESKUyCNymk4A00UVuIhKIFROaD6R5gVJlUV0GN0cdS6Ripb4pEmzIG2htqVKsqPuipgIF6WhBGFXgXTCubvIkiLqjjCxJR6qO1cabTB9EVZ3P6V9/ELApIb6pgl0NaIwu8TahzYBcND+C/nUBWcx8rMtALz3Jceh5pfQY0mbSARg9f6LCLqiKcvuKBb441cdzx+/6njARUDdePdD3Lr2MScUCSVkzjorBvppCNMW/WCzd0ehBHosxjkGiMyJ0r18ikAgCzJ37ekoFTho6Xxuf2gDj27ewaObd7BjbIIdE1WCSPEP73gtdjjFJgaZnXCHLlpAuqWOLQeoUpAXp8nNMUQuBFHFAKmcYMVaiwglqjB9bOvvE7Kg3L0rOz42i3RpisgA9z4/nZvDZOGXEijlljXT/cNqMyl6xi0grSaZqCRbzq6xU0pRKCrnZpEad14FmYtJ5lD0+36MnggZSWQYEXYWpnX5ivpKLVGNzQQYiXaijSyqWEjhBhc1NPFIg7SaZcjgjpUqySzOTKBr7t7c7MsJu0LCzkJ7pFqgkAVolsnyWGMhsM0YNJnFzxiJykSCbUyON9vNMZaBJOhwzxJGu3gm90UWSyT9OeLxPB9pXv/PFk9nRNe5557L8PAw3/nOd562Ze7NPProoyxdupTbbruNQw455FlbrxCCb3/727zmNa951tb5ZPBCEY/H4/F4PM86ppG60SKpRUWSoGlTqxQmyV7MK1FrdM+kJxaTZjavqpm5LAjK2Yt5NkrIpC6n/s5bHwNg32VzkVoQj9VIxrJO+ayYEPYUUJUQU9eokhOBpKNummaesctpdx3cUW+RUP3+d8R5PB6Px+PxPNd86IOvoViK+MY3bgRg27bR1peT6jTWWsRMw3ClcOKRZiRB1pmbDjeQVpJOxLlQZHyizm/vfoxyqcAhByxGN5zdvCxlRdtmsbbkVv7Ytp0ALCp1M/bAMDY29PZ38tG3v4oN24aorhsD4Eu/uolr7l7Lh958OoV5ZfRESjoWY7XNXCgEsqjYN+zAxhrbSN1o5z3oCLaN1Ak9BMyf66Irto1P0LGsm+qjo+hqlXQsIR1PcuFD2+4pSNJ6RFrTJKMNTE0TVELC3gJSucgGshH7zXgXGUkeWreFS//zJxw0f5DB7i62bhuhr6MjG8k9KTomkKQTyRSXjvx75SJi0vEk/7spBHki9tQ9wYnAd5k3K/62MUMyTH1jlcbWqivIZxE71rhicLy95twGSgoTa+qbam6dBYmIFOl47MQGz24N4XmF0QZdT9HVhGQk5t57NgBw2AFLKBZCRqTIr1tGUxdXBISzimAsuu4GGmCME2tYi401Jt/vNjseAYftu4gb736IG+56kO0j49y7bjN/fOxRrJjVz//3itMw1lJbN+bOYWtbjpNSEHQXiLojgs4IXY3RdY3VONehCY2qZLER1vKnrzuZm+59BGsty+bNphYnXPyNa9iyfYyv/eIWzjn9GGxi+NFNd3PX/Rt4zwnHYuoaU9ckNAh6IsLeAslw0+2I3KlAiMzRJnphRRntKgARv+Pm7+7+IZScsvxmbIjIdW+7zpyJzgIBQdOFwoneXKTJC3ykiYCws4BzlhXZfmmq8XDXuBTtIoxQoUpTD7Q1zp0n6ithE3dAnKBDZnEzbjoZRthOWkLDLJ64eW/IhUDC9Ss1Y+dkMXDuH7F2wp9MVIiSM8aQ7Wnhtnke7/qb5PF4np+4wYtpHl/5TCOU60Pf4+fk3fCxj32Mf/qnf8rFdM80mzdv5lOf+hRXXnklGzZsoLu7mxUrVvCWt7yFc845h3K5DMCSJUt47DHXn18ul9lvv/244IILeP3rX9/23XScc845XHbZZc/G5jxj3HrrrXz4wx/m5ptvRinFa1/7Wj772c9SqbQc79atW8e73/1urrvuOiqVCueccw6f+tSnCHYTHbo7vFDE4/F4PB7Ps4o1ljQbKRhW2gUXQghkCLqq0RMJqTHOOragnMWrAVN3D+C7doxNfkh2ueqK+9dtBmC/xXOpb6+5jj7TWlcrv1wiK5OrDe7/TOJGKJnEEHZmb/KTRyx5PB6Px+PxeJ4xgkBx/vvP4NWvOoK3vu2fWbduWy7kFZlowz3ftTo4jbH85JZ7KEYhx63ep/WsKV1xVVigDrISIuqGdCzBDsC2HaO844NfpFpzhdl9l83lU+e9LnOZmPrsN1FrsGXICVeWLRlwUSYdYS7umDerm4kR9+/bHnXOI8sGZyOEIKiEBJWpVSJdS5zgRYKppqBAlXZfTTKxIZxVJCgFLJvjuvk2bxtmqF7lihtv4xVL9nMTWhiq1bh74yaO2m8ZQdqaX1cTxh8axqYWIQXJcExjWw0RSmzccgMxWWHv27++na9ecxOhUnzhLW8gyjol6+vH3XHrighnFfLR0ibWpOOJczHRFhLdVkAtzC7lwvG9DaOtczuJJLLQaqNQApRERc0KpECVpikES+G29VkqIDwfsQ3n3KAKCpsYHnjEvcMtLFSYWD/edn3rsUxQFEqCrhAhBGHzcwFYDVhEJAl7C6iCRNcNyVADFcHh+y0mCgPWbx1i/dYhAH54x7287yXHASCFwKYWm7a74MhAElYCor6C+7u7QJiZxBSSIuMPjpCOJdmtQtAtI047dH9XWM7eH9/9mhP55H9dyfd/eTuvOe5Qeiplbnl4Hbc89BhrDlzCi/ddjq5rTDUlHY7d4IWmgU05QAYvLGHI3oYMFeCEbbnIYNJPg0lMHlmDdCI7oYTry5jkRPJCRQiBlAKdGIzW7rcy24EycO4ruu4cZic7hLTig5yDj0mt25fGuenIsP23w2qLTi0C61xdVCtayMQ6E3zKXJBiUxdH5hxmBaqUOdcIJ1ppClqstq32eDwezyScE9Izf39w96I9f57ctGlT/u///d//5aMf/Shr167NP6tUKm3ig2eShx9+mGOPPZaenh4uuugiDjroIAqFAnfeeSdf+MIXmD9/Pq961avy6S+88ELe+c53Mjo6ymc+8xnOOuss5s+fz80334zW7hntl7/8Ja997WtZu3YtXV1dAJRKpWdle54pNm7cyMknn8xZZ53FJZdcwujoKO9///s599xz+cY3vgGA1ppXvOIVzJ07l1/+8pds2rSJt73tbYRhyEUXXfSU1rt3voV5PB6Px+P5/SXLBs8zlHfB2URLktHYdR6Y1I0Kkc5z2iQ2i6RxD8nTWZY2ufeBjQCsWrnAjeARblQPuHl1PUUVg116eFxHZFByNtXOUjrElpr5sWRikadjZ3g8Ho/H4/F4nogF82cBMDZeZ2SkSk+Pi1hpCkXi7XWstiRa87MHHuJ/fvkb3veS4xl5eJiuhV0zjryXSjpb+sTw81/fR7XWoKerTByn3P/wZn708zs5efkKqAtXOMqcMh7bvIOrbroLgNk9nXRWpumUTCxKSiYaMTsnqpSLEQO9nVOny7CpBgOlhR0EnRHpSEx147hzF2kKFIxBV3UexyICZ1Uf9RUJKwEDpkAYKpJE844PfpFarUF6eEygJL95dD33b90GwHjB8AcvPpTao2OZvb9FFRSiKN1zsbGYRGPqaVsMhwwkv7r3Eb56zU0AnLJ6/1wkEmtNFCiwkI7G6HqKzZ75g56IiUdGs4hIJrlruMJcUA6Q3VNjQ/aUtObaahKDTSwm1ciiIiiFiEi6bXuKz+66mmJigyq3zqGtQ6N8+2e3sWnnCH/yquMZnNUz4/xCuMIlk0ZrWm3cn9ZiUotU4nd2h2jG8DRdMJpFbKGaLhfZSPqmq07znUa6wrdQMhtp7zrfpXLxRLsWPXIHAPHEI1Xb5mtu8ySajg6bN+7k+tvupaMj4tD9l7Bx5wgAywdnE2+t5tMH3e66EIGkMLfcWn/mLFmcW3JOEEIQdIV5ITgZT0lGG9jU0NvZwSfOPYP//vGvqDUSXnXUakaqdW4b2cyalUsJA5VHNTVFH0I6QdWUuIkMGUpKc8vUdzaIuiJkKGgMNdC1FNvIrlfjIqoWz5nFY1t2cO+jmzjqgGU8sGErAPPm9hH2FAiBdCwm3l7PRSLRrAJYXDSF5zlDBnL6WJsMEUpkJlw0iYueUaGa0YHiBYkEISWqqJzgZpeoldzVI8Omxjl6ZL8VWNf/o4pB9hulsarVT2NNFj9TdOIcXdfYxGKbo4VkNhJ/cl9UQWUxbExb6J3O5dbj8Xh2Jb9XPMPkTmd7wNy5c/N/d3d3I4Ro+wymRs+ceOKJHHTQQSil+MpXvkIURfzN3/wNb37zm3nve9/LN77xDebMmcPFF1/My172snw5d911Fx/84Af5+c9/TkdHB6eeeiqf+9zn6O/vB+A973kPQRDwm9/8ho4sKhNg2bJlvPrVr57iatLZ2cncuXOZO3cun//85/nv//5vvv/97/OpT30qn6avzzkpDgwM0NPTs8f7ZVd21/YvfOELfPzjH2fDhg1I2XoGePWrX82sWbP40pe+BMB3v/tdPvGJT3DPPfcwb948zjnnHP7qr/7qSTt8XHHFFYRhyOc///l8ff/6r//K6tWrefDBB1mxYgU//vGPueeee/jJT37CnDlzOOSQQ/jrv/5rPvzhD/Pxj3+cKHry71TPqZb1U5/6FEcccQSdnZ0MDAzwmte8pk3RBFCv1znvvPOYNWsWlUqF1772tWzZsqVtmnXr1vGKV7yCcrnMwMAAH/zgB0nT9qzK66+/nsMOO4xCocCKFSumtZ/5/Oc/z5IlSygWixx55JHcdNNNT/s2ezwej8fzQsdal5M+uaNL1zX1rTXSmuuYVJHLbg1KiqAjyDrlXW+mKkpMQzN+/xBjDwwx8dh4W+55Mp6SDDeIk5THHt8OwH7LB91DuxBZrnhmBy2Ey7ee3BlhrMscjxRhV0ixr+gycLOH8aCoCEo+esbj8Xg8Ho/n2aJQCJkzpweA9eu3T/m+KfYIjOCk5Sv457Ney+oF84iEovr4uCvYTmOrLEKJTQ3Vxye44QbXH/UHRx3M2S95EQCNrVXnrrGpSu2xcWrrx9n8yA7+83u/4Ec33Y2SkmWD/fnyrLXOqr7h/gPYMDQMwAFL5u32+dHEBtUREvYUkIEg7CtQGChhEottpNhUoydSVGdIcbBM0Bm6OINyQNDhOiGlFHR2FAGo1hpY4Ffr17G+Osqs2V35uu55dKN7Ns6KniJwMSktv36BLASoUogoBK3/QsWdjzoh9smHr+QPTz3GLW/jZj7zs59SXtpFNFACATZ75rbaooouPkAWFKocoCoBqjNEdUZgIclcImbCGid8sNa9NzS21amun6C+pUZ9S42Jh0eoPjbmImK210hG3DGbeHiU8QeHqW+qYk3mDjKeEu+ok4zE6IbGJIZ4qEFje929Qww1iHfUmdhaZdv6IZKROBPmuH2ljeFjX/ouV910F7c/uJ6Pfem7bBsem7bNJnEjTK22pJnbQFpLSMZdFFA6kaDrKWldP+l8e6tNJr5w60nHE5KxbNnVhLSakk64v91/MelEgmmkmNRgjGuPaaRu3qxNum4wDe3mHUuIR918uqHztidj7r90PCGtuWNnUjPzf7EmGXfraf6XjMd88QtX89cXfp13/dWX+OKPfsE/fetaLrzs+4ATYPX0dbrzEieKCvsKFOaVKS7oaBNt2NQJkqLeIoX+ItGsQtv3QYc7l3U1RY8l7NM/mwvf9io+876zOGHN/pxx7MEctc9SCsUQGUhUKSDoCFHl0Dl5RFmxfzeOHmFvgc7lXRRmFwl7ClSWdtG5Ty+VFT10LK5A4N6BVy4eBNw1uG14jNGJGoGSLJ10Hwk6I4oLK0T9RUqLKm5gA8BuRAqe5x7RdCqNFEFHSFAMvEhkF1RBEVZCJ97LRF2TkaET9jX/CzpCws6QsBIRVkLCSkhQzq7TYoAsBXk/jwycCCToCAlKgVtXZ+j+Lrv/wg4XKbPrepsOZd4txOPxeOArX/kK/f393HTTTbzvfe/j3e9+N69//es55phjuPXWWzn11FN561vfSrXqxLzDw8OcdNJJHHroofzmN7/hqquuYsuWLbzhDW8AYMeOHfz4xz/mvPPOaxOJTGZ370hBEBCGIXEcP+3b+kRtf/3rX8+OHTu47rrr8nl27tzJVVddxdlnnw3Az3/+c972trfxZ3/2Z9xzzz3827/9G5dddhmf/OQnn3R7Go0GURS1iVKaLim/+MUvALjxxhs56KCDmDNnTj7NaaedxujoKHffffeT3wk8x1rIn/70p5x33nkcccQRpGnKX/7lX3Lqqadyzz335CfMn//5n3PllVfy9a9/ne7ubt773vdy5plncsMNNwB7ZrPyyCOP8IpXvIJ3vetdXH755VxzzTW84x3vYHBwkNNOOw1w1jvnn38+//qv/8qRRx7JP/7jP3Laaaexdu1aBgYGnpsd5PF4PB7P7wHWZnnwNhv1mRowBhEqrIVkZ4Pa5glMw6DKDUpzS6hK5EaYZLh/t/5Ox10Wu4wkyVAdXU0o9Jcw2rjRV8DWsIHWho5ygf6+1uhNmzmKyEBSXtRJbeMEupqiOoJ8BKVzNRWEnZFzIYlNPvJRRmrG0WQej8fj8Xg8nmeGRQv72bJlmHXrt3PQQYsZHa0ybhLKKB4fGeGWjY8zMVbjrDWHUopCxhoNJhoN5nZ10dhURRYVqhRgAignRUw1RQuJCCWj28e5OxNArNl3Mb2dHfzPdTezbNastjbYxNBFyP87+SXEqUYKeGBkp3ve1ZbGpqqLHZjEvkvncsGbX8Y+i+Y4u+jUPQczuSBlLWiIusJcqyEEFAfKYKGxvQaJJewrUprXgQwE1pZyMUpzHmst+y0b5MZbHwTgXy46l7m6jGloZCngoce38YFL/497H9uENu5ZWqfGiVT20Kn58e0urmP/xYNOCAGsHxrm8W3u86ASIouKdCQmHXEduiY2yEIwrSGfiATpWIxJywglMA1NMtIgrboBYEJKdDVxGymdAMWmJnfJACciUJVwakSQcREija1VkpE6WNzodJPZaQTCLSaxbBke5eNfvYI1+yzmxatW8M/fv5ZtI+O8ZPV+nPniQ5htK6TDCWma8p4XH8vjQyM8smMHw9Ua1XVjjE1Aua+ELCjiHfVWREogUJUAW09IA4k1WczCpAKyaWh0I3WRmNl5MVnX1IwuyaePde6S2Bxl7/aVcw8RkzqXbdM9ZDcjXZvnrwgmr9+NsLeZ6wmJs4IRyrkAYC1GZ98B6USK2F0vs6TtHer+Bzfy5cuvB2BOZyfHrFrCtfc9wMMbnevNsQetyNqfbWZW3M1FE5Pbr61z/JnhHU0IKM4tY7ojV1QOJaqksmVCvKNBdf341CyRfPkGIQUqkpjEubLIUCLU7gsbMhTIUGGLiqDSIN7RYP+5A1wF3PPIRvZf6Eb1LpnbT7RLfIYMJLLLjQg1qTv/hReKeJ7nNF25ntQ8bfet9tjiYJr7wa7zevGHx+PxPDkOPvhgPvKRjwBwwQUX8OlPf5r+/n7e+c53AvDRj36Uf/mXf+GOO+7gqKOO4pJLLuHQQw9tiz350pe+xMKFC7n//vsZGhpy7yj77de2nv7+fup114d/3nnn8bd/+7dT2hLHMZ/5zGcYGRnhpJNOetq39Ynavu+++/Kyl72Mr371q7z0pS8F4Bvf+Ab9/f285CUvAeATn/gEf/EXf8E555wDOJeUv/7rv+ZDH/oQH/vYx55Ue0466STOP/98/v7v/54/+7M/Y2Jigr/4i78AWlFCmzdvbhOJAPnfmzdvfgp74TkWilx11VVtf1922WUMDAxwyy23cPzxxzMyMsJ//Md/8NWvfjU/Cb785S+zcuVKfvWrX3HUUUftkc3Kv/7rv7J06VI+85nPALBy5Up+8Ytf8LnPfS4Xinz2s5/lne98J3/4h38IODuXK6+8ki996Uv5gfB4PB6Px/PkaMa7NDuxkdJ1Khqw4wmN7XV0NXWW1F1ulNfEo+OEvQXKiyrTWkRbC8mYsxwWhQAVuXXUHneZ6CKS2NjywH0bAFg8dxZWgwgyW+osZ11EboQJCypUHxtFT6QtMYgCVVaYxH0gQ0n4JO3iPB6Px+PxeDxPHwsXzuLm3zzIJy/6Jjt3jvPd793M0LYxZndWWLdzKJ/usEOWcfDSBTQakov/5+ccPm8BL125L0HdOY8ArGAR6ViDFJADBX50x71oY5jf38O8QScOOemw/VnU1wtAcWEHtz6wjqtvuIsD5s3l+H2W55ErK/tmO4FImomjm0X9zCEijAIOX7QQcOsXgcBMuGhFWVDYRLtiuwLV0W4VLAQU55QJuwrYRBN0RW1CElVUeZHfWic4eNOrjqa3p4PXv/woBvu6qW2eyN0qlgzOolQIqdZj1m3ewfyCE1PXJuoEXWHuAiKiqSOum2zY6vb1gtm9+XP1+qFhhsaqbNoxzOCsHmQgiWY5Z5N0JHb7fYbUHRkq9ETC+EMjCOmEIjZ1sQ0AWJhIYm59YB2H77OISrmILE4jCpl24QIRBUjlxCUCkEU3kp1JYnbZofj21bezbXScH95yNz+8pTUa7/aH1nPK8n3o6Q0BUEiWz+5n+ex+jmd5a10NJxTaFZta59IRO5HF5NhMazJnEAS6bhCiGZAggEy8jhOz5MqRbLtFJqq3xiJkewG2GdG5a5G06ezYFMYLASgXO+PER+Tui0JlQogZ8zYFQoFstidstUkIMcXBZ9fz6YYbW47SHz7jZOaUKrz28IP5p5/8FAqSN598ZLb/MqWIxUUhNQvDxjpnSGuxxhL1FXd7SoSVACrTv8/JUgAq22fTOEBYY0FYdGyQoSAoKnSsMXHWMLLBBMH0DRACCrNKYAWHH7McvnctD2/ezteyCKcVc/rR40lr4MKu6890Td6dwuPxeDwezzPN6tWr838rpZg1axYHHXRQ/llTlLB1q4vPu/3227nuuuuoVCpTlvXQQw/lETG7ctNNN2GM4eyzz6bRaLR99+EPf5iPfOQj1Ot1KpUKn/70p3nFK17xO2/brjxR2/fdd1/OPvts3vnOd3LppZdSKBS4/PLLeeMb35i7ftx+++3ccMMNbQ4iWmvq9TrVapVyubzH7TnggAP4yle+wvnnn88FF1yAUoo//dM/Zc6cOW0uI083e1XFY2TEZVA2T5xbbrmFJEk4+eST82n2339/Fi1axI033shRRx01o83Ku9/9bu6++24OPfRQbrzxxrZlNKd5//vfDzhV0i233MIFF1yQfy+l5OSTT+bGG298pjbX4/F4PJ7fC5xjSDaKLXC2n1a7LFmTOBtwEbp8a6tdR2k6FlPfXkcYkCWVd2yqjhAba5KxBrpeQkZyShazrmtMopFhZv0rBKoUtjcqtDy2aQcA87u6mHhsjKg7orGtlkfINEe0hR0B5YWdNLbXEFIS9UaYWKMCZzEslUCVAlLdHmvn8Xg8Ho/H43n22Gefefm/v/gfPyFJnEihYXTbdKuWzUNGit5ChfefdQrvv/h/ueKOuznj0AN58arldEQRjbhBZNzz47d+/Bu+fstvAXjF0a2O0ZcevD9RHFCNYzZsqvL3//sj4lRT7ilx+pIuAgS6rkl21HMBilCCwvwOZCCdAMCAqSUUZhdRxQCR2eknIw0a26roTDCiyqEruhdlHqkolEQE2ajpsgKmj70wsVsPAoLOkNUvWs4hx6zAGtDVhMb2KjqrtSsh2H/hXG57cD3/9eMbOff4o+inyPjOGqJuUFlC9YRJ6BnoZLxapxAEhIFy8SmNlNcfcjBX3XMvC2b3Yrc6x5CRRg2A93z2cj567hnst3Au//3jX3HM8iUsK/WgG+3HyFrncmF1Jp4oBdjUOPGCElOEIP/8nz/ilrWP0dVR4q2nHsVJh63kyQwSd6KHXTpXhXDOLsDweJWf3n5/29dHrlzK6UceSLytzsLeHsYbDb59253cu2kzA12dvPWkI+kPS9jUcvOj65BKOEGQde9E0ewSpq5JhhpOzJCt08SGtJpgE5MLRWQkiWaV9kj7Yq1tE124dyzQE6mLu9EuOsYJRSSyIJGBxKQGG7soGOfS4dQHQjq3jqAcOIF/7I6Di2BRLqZBChd7Yly0Ui5CURJjmg46or1dkx1QUksy3siFOQj4xS/uA+CD73klc5JOMJZKVOCvXn4qBAKzMyYpqJZwRQpsYiEyICW6lqLKiqAjIh6uI0OBSaxzNTFgEoPVZJob61xEouk72FXR7SMXYTN1GmssUknC7iz2InTOIhjjBkY0NMlYgpAqm54pbiNhp4vQqNDJwnl9rN+4kw07hilGIX9w+hpkQaHHExePGuzqOET+XurxeDwej8fzTBKG7X3sQoi2z5rPN81nwPHxcc4444xpHUEGBwep1+sIIVi7dm3bd8uWLQNa0SqT+eAHP8i5555LpVJhzpw5z1j8+xO1HeCMM87AWsuVV17JEUccwc9//nM+97nPtS3jE5/4BGeeeeaUZRSLxSfdpje/+c28+c1vZsuWLXR0dCCE4LOf/Wy+v+bOnctNN93UNs+WLVvy754Ke41QxBjD+9//fo499lgOPPBAwNmkRFFET09P27Rz5szJLVT2xGZlpmlGR0ep1WoMDQ2htZ52mvvuu2/a9jYajTaV0+joKABJkpAku89W9ewZzf3o96fH89Tw15Dn2cAai45TTKMpvnCWuLqhIeuwFgGQuk40GQiM0TRqCSZNkZ0R2vUStxYaWEw9ZWz9CDbRiFJAoTtCFgKsNiSjMTrR2ELLZnkKgnxk6cJ5s4jH6sSjday0uWuIxpKkicujLQuKi1oKX61TNAYZgZEWq1N/TXk8vwP++vF4nj789eR5oXLqKQehdco/fOb7uUhk1X7z+ehrTuMt/3AZqTbM7ulEhZI0e7bs6S7zp68/iX/6+jV85Yab+L/f/Ja/POd0xnu2cBArETs1B80f5Ou3/JZXHruak1+0Mp93TmcFvSPmke07+furryVJNQcsnce7/uAEpBLuUTdUhIUSejhGRBLZGWKUxVgNEhAWg4WyQHa5IrJBo3oDipVOdC11Beyi+y6eaKAKrkhskwRTt6jSzO4eAGmcEnUVEJGESKJJSRMnJjDSYpQlNSm6qiG1nH74Ku54+HFue2A9o8M1LnzVy+gpuw7a8UaDSCk6gpBke52CWwMJLcH08fsu59gVS5E7klyAffTBy9kwMsLWoTEuvOz7LJs3m4c3buPWex/ls69/DTY21DZNZBE7mci8+RivBOGCEqIweRtbsY/rtuzklrWPATA6UePz376OWx94jD8/65S2/WInL1sKRCj2uFP5ihvvIEk1SwZnsXzebLoqJc466QikFCRhFQw8XB/mR/fc61w5QsHA4l6kEGzaNMQ/XfNTysWIL/3luQibReQIkbsTWm2JJxqYbZNEHErkUTHJRAqRgFA61whr88gV3CQuwjPbJ7Zh0HV3TFSo0HHqonqyiBkZZDNpjRk1YEXuSCGV2zfZkjDGYuKUuBqDxIkpBCSpJh5qZcHLQGC0dUIVWodPZ0Kt2rZxkiB03zS/bO5/7cQUImvXth2jPPDIZoSAg5fPh/ucE4soSmzDQGrR4wl6vPU7Z5XFFEFPxIiSwhpNYVbRuex0KUxqSNME07AupSiSBB0hKIGNDfFoA6tm7ga3RUm8s4ZsZOd6c9LMhUX1RFgsWmjSOHXHrqnfUhIalvpY3YmSpHOSEaoVMeSENe7fH3jXy/nsF65i/eM7+NN3nMriA+aQTKTUt9ZIGyl2IgWFc0+xoOME2RmS6BTrf/p/7/DPdR7P04e/np49/D72NDnssMP45je/yZIlSwimcePu6OjglFNO4ZJLLuF973sfHR0dT7jM/v5+VqxY8Uw0t40najs4sceZZ57J5ZdfzoMPPsh+++3HYYcd1raMtWvXPu3tbeoVvvSlL1EsFjnllFMAOProo/nkJz/J1q1bGRgYAODqq6+mq6uLVatWPaV17TVCkfPOO4+77rqLX/ziF891U/aIT33qU3ziE5+Y8vmPf/zjJ2Ul43lirr766ue6CR7P8xp/DXn2akay/7fO1tgKy+hog299534OPWQOB68eoD6c0nhU091dyKftjbsojkfEMmU4GkPLSUKTbJTaA1l2X7VzB7fquwAIUsUqlmOx3Dx8K9y+m7Y9PP3H/pryeJ46/vrxeJ4+/PXkeSGiJAwOdrBp0wQApYrmNnM3b3rTSn5yzaOcdOJCfjNyW/tMc+Ed7ziQb3/3AdavH+Nvv/pD3vH21fxo0284vetQls/u5yPvOIGeYokNm9e7eBIr6W+42JlHtu8gSd2z5v6HVLhtfJoHyOwxlfEZGj7Dc+WzSrPmvwje+pZV/Nfld/Po9h3c/Og6imHINffdzw5GWDSnhwWin/0G5jBSqzFSryOBffbvZePQCHqn4kVLF+cxNVVVo7JvnbOX7McXv3QHY2MxD2/cBsCW0TE2jowwr7sbW9PTt0tbHtjxICPhGGvv38kDDwwxe3aZgw6cTUdHyJXXPgTAPit6Wbiwk5/+bD0PP7aNf7vyR8xdWma/jkEWiH5CEyInxaRoNBNhne3VMa64+24OXD2L/v72/roHHxrinnt2cP/9TmB+8BG97L9fNwC3jd9OOSmywiwiFRqWjPBHb1+NNZa+vlJ+HqRFgwUm6jE/3/wbOjpaIy474w6WMp+qrXHHQ7/fjsW/uHvPt+/W29yox3nzKty16XYOMvsAcGfxfihZOuMKBRPS2+iiYFwc00OsY2zCXff5dfbI09b8Fk2BTrzL58PATTxtnPXGZdTrixGl7Vz3259NnUDv0oZR4Nqnb/2evQ//XOfxPH346+mZp1qdGrf3QqYZ8/h8X8dT4bzzzuPf//3fedOb3sSHPvQh+vr6ePDBB/na177GF7/4RZRSXHrppRx77LGsWbOGj3/846xevRopJTfffDP33Xcfhx9++F7bdoCzzz6bV77yldx999285S1vaVvGRz/6UV75yleyaNEiXve61yGl5Pbbb+euu+7ib/7mb550my655BKOOeYYKpUKV199NR/84Af59Kc/nRtqnHrqqaxatYq3vvWt/N3f/R2bN2/mIx/5COeddx6FQmH3C5+BvUIo8t73vpcrrriCn/3sZyxYsCD/fO7cucRxzPDwcJuryJYtW3ILlT2xWZk7d27+2eRpurq6KJVKKKVQSk07zUxWLRdccAHnn39+/vfo6CgLFy7k1FNPpaur60nuAc90JEnC1VdfzSmnnDLF7sjj8Twx/hryPJOk1QQTGxc1M12Oc2YlbWopaTYSTCjpLICtpbZ+DK0NshhgxzV6JAFjCWYX+NJvb2TLlipX/egRVvWu4N+/81NSbbjona/hjoc2sGH9Tv7o6H3zdc2vDRDMLiDKCjOSkA7F3LdjG8PDzvnr5GVH0t3hRkna2JAM1xBCcNT8NRRnlUjrmqCk8vxuk1p0PaW8oEJQbl07/pryeJ46/vrxeJ4+/PXkeaHz8COCr3/jVwCceuKRHKz6OWwxnPFHR7ecGiIFFkw1RRQkoltxxB8eygcu+Tpbdo7ylf+8i9GxhANfvZQFvT2stIugNv36Htq2Pf/36w45gUBNHwEzHTZzJ6js0/OEsRFpLSUohwRdYeYiITB1QzzsokuQAptaws4QWVDYxKBrKShBUAmda4QEVcyea41FJ5r64xNYawkqUVu0ydLZ+3LhP36Hn697hNOOWMXRa1Zw7Op9kFIwUW9w18Mbmb9kgG9/81oeenwbh25ZyG33rwfgDccdxpnHHoaQ0CUiDpc9lJaU6XnbAr74zZ8x0FVhdmeFq265h098/ypWDs7ltccdRmxSvn79LTSM5mXHHshRCxdjRlOK27r471/ew72POqH3sm0w+uhWZnV30FWr8OqD5/KSF61kbncnZy2aoBI48UCqNYFVuYOFsZadE1UqhYhiGNKVdNAVdnD6oOSmm9exbOVsFvf0YoxlpFHn8cc1r1m6iAOPHWSs3qCzo+iE7NZmjhxuwVE5Yk3PodAz/bGb07uWLUOj9DcWcMC8VkSSqWvS8TplW+SYxS+i0Du9/bS1FqvdKl0RwEXCkDUFmzmmZB/IQE77DvZckOqUn9/5S4476BiC3Th2TObqq74OwOnHH85x+x/O8I1OWHRoz+p2lxhtSbfUsbFhn/JSOvfrJZ2I0dWUwkDZOafgYmYAF9+TXZ7WZK4s2W5Lx2IX6yRASuEinyLXXmM06bjOIp6mYo0lraYUB8rIoovjMdo4B5vs2GFAFqZ5LzZuO5KhuvtACOe0+QSON7quqW+pgRSEPSFSSToWdSKjPb//eJ4f+Oc6j+fpw19Pzx7NhAWP6++22uROe8/0uvY25s2bxw033MCHP/xhTj31VBqNBosXL+b0009HStfe5cuXc9ttt3HRRRdxwQUXsGHDBgqFAqtWreIDH/gA73nPe/batgOcdNJJ9PX1sXbtWt785je3LeO0007jiiuu4MILL+Rv//ZvCcOQ/fffn3e84x1PqU033XQTH/vYxxgfH2f//ffn3/7t33jrW9+af6+U4oorruDd7343Rx99NB0dHZxzzjlceOGFT20n8BwLRay1vO997+Pb3/42119/PUuXLm37/vDDDycMQ6655hpe+9rXArB27VrWrVvH0UcfDeyZzcrRRx/ND37wg7ZlX3311fkyoiji8MMP55prruE1r3kN4KJwrrnmGt773vdO2/ZCoTCtOicMQ/8j9DTj96nH87vhryHP0401FissQdE68Uddk4zFWAthJUSEinQixtY1JjGEkctxBqAIJrE8vONxLv3W9bzxyMPYt392vux0a4MT5i/lt53r2DI2xme/1hoF8IFLvwHA2485Mv9MRBIbG9KtDZoeyALBylkDHLl0MZWeMrMqlXx63XxoF4IgCCj1V0hHGyQTLuPafWVRIUTFAiqc2hHnrymP56njrx+P5+nDX0+eFyqrD1qSC0UOPHAR6oEGNjUExQDZEaCrCXbCFY7DYoipa6SASqHIu199Ih//8vcYygTFP7jzHv7o+KMIwgAZNYvvTnABTqxxyP6LuOnRdZx59CGEdYEILCKQiOCJO2q1NchCQCADJwLQFqvd/M0iN2QiAAlRIUTi4iYwlqCkCIOAeDR2f/dEqHKQCz5sF5hEoyIFAlRBtXUgm9SgSwnW2Cl2yscesR//c8l7sRtqBFK6mIuM7lKZYw9w9snHrd6Hhx7flotEABYMzqLQ6frEdC1BlUJKszo49riVHHvcStK6ZnzDKMPVOr+692FufnQd2xtVAiV54PGtADzwzWupnvJiTly4lLmlCrOCEq8+5EBOP3AVXdONhjOghxIqQYSxFm0MoVIYY/jqzbfym8fWs318Io9GWT67nyX9fbzh8EPZd84A+84ZyJejEPQVSrzswJX54juLhVwYku3d/F9hZwElZi7QL5jdy5ahUTZvH+HgZQtbTQ6EC+0xEBDsXkixVwzle+oE6gm2L2Oi2uCOe9YB8OIj9kPq7GSWglDuMn8AwbwOTCNFCEEQBUTFEGa1T6YTDVIQIF1qkRXuGglc1I4FAiSiO4vkacbzNOevaajVUFJNK94w1iICQaFSIChN/d01qSGdSLPREtatX7moH5GtRyYQD8fIUCICgWloJ+pSIhcBTV530BFQWJZdYw3t3rWjqPVe7fm9wz/XeTxPH/56eubx+9chpCAoP7sPcc2Bjk+Gc889l3PPPXfK55dddlnb39dff/2UaR599NEpn9ldouD32WcfvvWtb+22DYODg1x88cVcfPHFu51uuvVNx4knnjilHU/EkiVLnlLbpZRs3Lhxxu9PO+00TjvttBm/fzLt/M///M8nnGbx4sVTNA+/C8/pa8h5553HV7/6Vb773e/S2dnJ5s2bAeju7qZUKtHd3c0f/dEfcf7559PX10dXVxfve9/7OProoznqqKOAPbNZede73sUll1zChz70Id7+9rdz7bXX8n//939ceeWVeVvOP/98zjnnHNasWcOLXvQi/vEf/5GJiQn+8A//8NnfMR6Px+Px7MVYY7GJdv3XiXMMaQ66a+xsIJTLZJaRIii7zrYt20e4/e7HKJcKrFm5lPWPbOejr3APUMZaCrOKmNigxxMW9/by9mOP5FNX/QSAWd0Vdoy0fLyP3mcJAP/w42t526tfzNzODsx4AhbG6nUKQUgUKP70pOMBqD8+TjS7hIkN8VY3VFQIJygRwhJ0FbDautx20ezQk3mBwOPxeDwej8ez93DIIUsplSL6+iosWNDP0OatqHJAob+EVIJkPCUZaiCUIOorUN9aIxlpQN2wetE8Lnz7q7j6/ltZVJrPqsWDdC7phplG9lvLqYes4vA1y5k3pxdbN6QTCSbW0IxSCUAVA+cUkBpMLaWpYLbaIjukc9pLLVIJZCQxsSGN3fOyTQ1GW+eEoCSqFLjisbboWoqIJIX+kltWKDCpcS4TwnUUCyGQBedysCtCCGQgSevptJvX19vB+LAhHd81Z6PF0Qcs57If/hKAg5bN5+2veDFL5va3JkgtQbG9ezEoKrqX93LhX72BTfdt40/+7j95ZFPLmeWI/Zdw832P8sWrb+DgN86ht1zm3SccO6nhUDcpY+N1GjplYHY3ReX2iyoFqI4QpHOSuOLGO7ju/geoxyldHSVe/eJD2Lh9mF/c8QAbRobZb8U8jlu+jO1DY9z28Hp+/dBj1JKYY/dfzvKBfvZdPBdTEBTDsJlgOenwN0U90gkAEo2Jrdv3gdv3IpTM6+vmFmDDVhdhg3EOhTZpdQqbpBW9Y7QFYzGxdSKIUBJ2Pj0FF2ucOw2pgUASZMIia8E0NHoixaQ6f3+ToUIWA1TJnYvpaIwFZDHI5306cNsMv77lQVJtWDDYx4LBWTS2Ze9nipaTyySEEG4wgBCYhkGWnGDHauscQgCjDWFnhCoFzpFFCCfIUO4YmdRgk8wNMyuuWGtbMTPSicOsBjFNT7k1FiFnHsUrA4kqKnRDO8GZlE7ckVhsthIZSgp9BWQhAOEcTtJqJi4BsKAmuVy2rb851mEvcZHxeDwej8fT4qkINzyevYnnVCjyL//yL4BT/kzmy1/+cq5u+tznPoeUkte+9rU0Gg1OO+00Lr300nzaPbFZWbp0KVdeeSV//ud/zj/90z+xYMECvvjFL7YpfM466yy2bdvGRz/6UTZv3swhhxzCVVddxZw5c565HeDxeDwez/MRY0nGE0xdYwWoUKKykU1Ni18ZtUZEaW34fxd+lc1bhwF41ZqDOOvgQwD49SOPcdXd93Lhu8+k0FNgs21QGYMD5w/yx8cfQ92kvPyEg/nLL32bhzdt55yTj6YcRGhjuHfzFv78kv+lt1LmgrNfxrevu5WbHniUV734EM467BAn/DAW0zDUN0zkzReBQBQUqhA4m2BpCXuLyFribOVCibAW6R/0PR6Px+PxePY6Zs3q5Ctffh+FYoiUgsLsMrIg82iXsBIQVlrdXeWFFdK+Ao1tNXQ1Zb+5s5mYNZ/D5IEoITGxdsXbabDGgoLFy+bksRTWQjqRko7EICAZrqPHU2TBFbLD3gJRd4TVzglABsLFxUTKOZFIMLEhGWtgYosMJWFngE40qpg5mwiBVRZrnHufCCUiAN0wCOXcEIy22NTOGAUJOEFDKLFZjLwTrBgQrYK5LEgXtzIDA71dnLxmFY9s3Mb5Z51KT6U8ZRpVmOq2ITIxRV9/hTcffwRf+okTmxy6zyI+/OaX8bVrb+KqX9/Ff930G847/QRCJEIKVDlAVULKUtARJ9TiZNp1AqhI8eoTDuXlx65m69Aoc2d1ozKb6D8+43iUlKisuD9/dol5+8zmyJF96SgWKBejmTd6F5oCIBFIot4CRltMPXX7s5Ewr7cbgA1bdqLHnOhGlQPCORHxDhc5YmKLSSzJSIPGtppzlzFOTKRKAWpFd5vLxRNhMvcTqQRpTdPYVsPEGpsYF8ViAOkECqKgsA3t5kkNuRVjUxYTQNARoWsJNs6+V7h2FQNEKAhKgRPej8bY1CBDiSoGGJmJNRKDsXayEYsT3lsXo1J7fBybGn7ykzsAeNGyRYytHXLvbAAIdx2V1FS3Hg2iKEG4mFAZCHRDE3QEqJJz3FGRctfYNO9wTWcPk5hMh5JNk72vCukGETRjf3bFapNduzMfHxlJt6+b11Uo3fKsez/WdXePaH4f9hQIygE2dbFSupaQTKRIJRDKXe+5w4i1XiTi8Xg8Ho/H8wRcdNFFXHTRRdN+d9xxx/HDH/7wWW5RO3tr+57z6Jknolgs8vnPf57Pf/7zM06zJzYrJ554Irfddttup3nve987Y9SMx+PxeDwvNGzW0ec6uFqf61RjYoMIJUHU3oknZCtPu8mvb3soF4mEoaJTuk7ZW9Zv4D9vupnh8RqPbtrOfovmcs/jm5BDKS9aupgT9lnu1re5zsdf9TLG6nV6CiXQlprV1BM3MnJovMqH/u2bABSjgNeecDiFknMVM6kh3lbPRnZC0BUS9kYkY0nmeBKQ1jRgCTtdu1ynrZh5ZKnH4/F4PB6P5zllwQKXPWFi7Z49d9O9JISLRww6QmxqiRsxrIXyog7MhCEZimGapBMA0kyYUZC7LK8lRgl7C9Q2TmBqKWFvkdL8jrzgb61F11xRXWbPzdZaZCSJ+pxLSPP5WcbKFZqbxWshnFMJYDLnBBUpV7hXIhcZIJg2LgPcs7kMJBhLWnX7SobSORQY6wwcrIu+MI0UG1uaAgJZlC5z3Vjec8YJ7nOdOWCoLHonc29AOMcUIZnSnqCoePmaA6iTcsUv7+B1Jx6OUpKzTzmKN770RVhrCdT0sS6FKKQQPbHTRhgo5s/ubfssCqd2eQohmN3T+YTL2xVTSwl6ChQHym2CIdPQxDsbLN5nAH4I2yYmKA6WQQii3gIylIwGQ9jUko7HjD8Qu/eoQGbuFu5464mExrYaqujEDtY2BR20olKakSMC4uEGyU4Xn6Q6QnQtde4zmWOGLDrBhDXWiVyqSXYuCEQxbH/PsRabGNKRGBEJVMV9bxONrqfoLFKl0RSXSCdMShuadCRGW3dujj84gpKq/Vps6hyMBQ01k3Drgy525rjV+zihTezmF1KgOgJ0LYWaRoRuW0QmuFCRQhWUc0uxTpARVCJ3LSmJVEyn8ciPuypkIpJMJCVUS7RhEoOM3LJtLqTJdxAmNYSlYLdCEeEsK1t/y3b3EptKdKwzhxQLyjkBNe89TgwmMYlzItE1iypm9wxtUeVgxu3zeDwej8fj8bh0kTe84Q3TflcqlZ7l1kxlb23f8zwB0+PxeDwezzNBWk8xsXEdfVnWchOTGsAi5O6zWdJU84ub7+fTl3wPgDNetJoTD9+PeJsbVbdi6RyWPzbALWsf48HHt7JoTh9fv+43RChWL5xPuaPgLKVrGpVCT1B0ueESemZXOP1FBxKFig3bhrj1ftfheOKh+9NRavX0y0BSHCxjU+MslAOZd/6JUDixiIC0mrrtyjrNUdJ3xHk8Ho/H4/Hs7TSLs3swEEkInDOCdIX+sKeAkZpkZzxt5AU41wbVEeZuJdMRlBQdSzpBW1fsnVyD1wAGk1oQLecEY50rggxcMd+krv27ugY0xSIykM61b5JjweRC9O6QoUQWFGFHmLlDtIrPaBc7IwKBAKI5JYKSoj7UQE8k0DAwScMhpUAI93yOdLGNVrhIDpsaF7KRCc2DZoxGpCAQnHnUIbz2mEPBgM5iI93esNiymDHW4zknE8MUZhVzkQi400UVFaV5ZRYGAwBs3TlKNLvU5kwoAolNNXoiQVXCLDZnl+McSBpbMtsXKbJ3sMkTkB8HIZwzhgzd+0oy1AAJQSWccg4L1dqvW3aOMjQ2wb4L57avXghEpFBRu1hHhAoVTvrMOFHSruuwVjtHGpl91fZ987yWiKLkhpvXkmrDojl9LFng9hnjad7W4mAHYElHEpLRhouXaSROOCOdqwnaohPjonqy+CGsRQRqRsEUZBE74fSCJKEEQTlAlRVSyswls3UArLH5/n4qCJFFTmnrBCsC0pobfNF0XUFA2OUGLpjEkIw08midoBQQVvbcAcfj8Xg8Ho/nhUhfXx99fX3PdTNmZG9tnxeKeDwej8fjacNmcS2QWdwKgZhsE2IBK1yONJmOJDHZ6EjX8bV16yj/768vZ9O24Xy20446gLldncS6jtWWgf5u9pnfEops3D7M5p2jzO6pUFjYQbHpCpIYZ+1sMkvfokIAf/zyF7uOaCW49rb7uPexTZx10hHTbpMIZKtfz9gsj7tpC6wISpDWNUK5PO5m3rvH4/F4PB6PZy9GAkJgUuOED7i/VVHm0S8qi4SYDlUKIHDRIkJJrM5cHGz2P6lFlVTuljGTMEMqAdOISWwmMgg6AhDCTScFJnFF4rzN0omYp4uXEEIgZihw7wmqFFLoE6hCy9FECBfFYYUiqISU5ncQdhby5+Ogu4Cu6zxixDWEPH4jGWoQjzSwqUUWFLIcUOgr5uKGZKyBrulchB1UIkzDxUKKghOuuPYI4uEGNjaI0lMUilibRa7sEnsCEGSuKqGaIs7YU0yikZF0jg4zMLuvEykESaL5xpU3ESjJH7xsjRMIhFl8UCGYMeJIloJc7GSNOz5t7Z0sXDC2XRQykxvOJEYnanzg0v9jvNZgfn8PH3jTaSyZ279H299q5O73n4gChJj5PB2dqPHVn9wEwEmH7Z9/nl9zyr2fqUJAWAkpzitjYk1ja53GUN052EgIuiMCbSGUYLMYptQgfwehkVBOLCOFnVawZBK3/N/l/VCGilC1hF6BFJgsDshtg3XROIE7Z6K+ErqauHVmAjH/furxeDwez3PLnqRkeDx7G0903nqhiMfj8Xg8L0By9wyb5ZSTjfTKLIqxzn53Ms1nitxRRAishfrWKvH2OliI+ooEHQHf+Pov2bRtmO5yiUP3XciByxYwf06fs93NOjlFKFk+340ku/62tais0+y9Z57U7goSSmTYPoLK1NK8k9s2NC89aF9OXrPKbU/2nSoFM8THZBbfkzrcZaQIA7lb626Px+PxeDwez97F5JiWoBIiQ4WuJk6kgBNo6JrGWoMMpxZanWAhcO4ZwuRiD+eMALLgisNWG2yaOYQIiwjktMuDrCOumV5hLDKQmZtBqwAtA4kJTSt6RrW24+nfRyCEi6lpClOsNW3PyUElykUizXmCkqLNTmQSUV+BqM89r+v6VDFO1FsijWJsYjCJpTy/w4lMptk8i6WxqTbNF5McHSZF7JhEZxE5zbnd+0LYW0AVJDJQCIWLRhlLXYTKRJKLMWzq/kNlAp/MoQNj2908snPApobCQHn3rjKBYlZvhW07x/jC5dcCMKuvwvFH7u8EDkwSREzZzEwY0jyXp1tP5h4TJylWQGHSjsznzxger3L3IxtZuXiQnkoZgK/+5NeM11xUzZado1x02ZX8f297JQsG+6acc7su7+lg+/AYn/m/qxmdqLFoTh8vP2p1a33Zu6FUss2xUghQBUVpfgcihKASIALl3EMiiY0NQYdzyJGZ0OupIjIRl44Nwpgp74TWWHgaDD0mC81kIF0sVIZJNGnNCZ6sdfFEQcXFLumG2SP3II/H4/F4PM8MYeh+k6vV6l4RYeLxPBmqVedc2DyPd8ULRTwej8fjeQGiGxqb5UHnFsKxyW23jbbYiRSjDSYxrjO1ibXomiYdi0nGU/RYgohctnpja426Nfz89gcAeOerjufYg1a0ZtWtkX4iEKyY1xrJpo3l0OULOWDuXDeqM5i5s8+mlsJAiWhWkXi4TmNrDcYSAGTkPLBNrKcdtWctIEFF7cv3nW8ej8fj8Xg8zz+irgihJKrkRA2yoAhinQk9AnSUkE6k6KpGBAJjXcHeaos1huJgGVIDQUvMIaSLtLHWYmJD1F3IIkQMOtGYuiGtagRuOlV0gmuTGHRskEo4M43UEJVCxDSPtTKQz06vnHQiBGuc8EUGLVtAa5zopem88lQw2iJNVswWrQidsNNV1uOhBmk1JZi+X5KgI6Qhau75XzaFIE1RRfZ8HuDEN7h3iMLsEqqoMKnGJJawp0BYad+ZIcAc5wYxsW4cXcveFUJF1Buh4xRdS8FYVGdIUAyco4Nwwh1rLFYbhHQiFGud62JTLITI3EoCiUkMs/u62LZzLF//F/77Og5YOh+VCT/ieoLoCBANk7u1mMRgY0M4q0jYvXslgtaGC77wLTZs3cmh+yxiaLzKsnmz+dlv72fVokEGu7roLZfojgrM7exi2wM7+PW2tdy3eQvGwhsOP4RTV6+kJLP9VIfao2OI0LmlJBj0aEJg3ParSogoOSeWTcMjFKOQ/kqHc4bJHGlkKLGifYRiPU7Q2vDbB9cxMl7j1vvXMTFW47CFC3jRvAUce9AK7GhCIlN3vGvZO6nCOQTtgpAQdhcQgUIVFLqWYuLMyTKUv7PjThMZyTyBylqbxUbhjrOSv5NjyR6tP3MccVFUBtPQ2QAOF/kqC7/7Nno8Ho/H43lqKKXo6elh69atAJTLZT/Q0LPXY62lWq2ydetWenp6UGr650kvFPF4PB6P5wWGNW4UnQjktCPWjLbokcRlImcdoGR55M3Os2S0QTLUcCO4yiofwaUiuO+xjWwbHacYhazZf0n7upPMvSQQmHpKpyxw5Mql/PreRyhEAe9444moSogeiVHT5Gy7BrrOyKAjQBUkxYEyQTkkGXH56mF3gWS0QWNLDR3Hzua7qBCBxDTSrCNctY1Y83g8Ho/H4/E8DxFZbKCwk4qqApnFhJjUoDoCVCkgrSaYhkZnIgSTmMztQ7rnzmkwqXOdEKFyjhuRRBFgK2AaKQhIJ5yDiRMXQNQdOWc7CyZOnQvCc9iRLJQgKIcuXmMXYbQ1FhlJ0mrq/m66ocgn4W5i3TJUSeWRPSY2WNNyQbDGMJM7SVAOUB0BupqCBREKCgPlLK6HLK4mAOP8Q1Sk2txPnggZSjqWdLr3EEEelQlgUidiF4HY7SEyiRMGBUVF0B06EVCisYlBN5xbzeBgD/c8+Hg+z5btI7zn41/hs3/0OkLg/oc3E60LWDprai55MlQn6AxJjWHjjmEqxQJ9XR1tx+DX9z7Mwxu3IYQgnUg4fO58NuwYZs2iBbz92KMIp+n4Xdjbwwn7rpjyOYAxBimdM0caxwggyIQ5VlvSkRhG3LTl2DLRGKfeOXU5FstgPJe7H1nHtuExtg2Nuf1jnGvNAX0DnHLsvsjmu5eGdDieuiAlnYAmnOrWY41FNYUpVoG2qGLwtBZonOtPax/mUT/ZKp6NYpDInGNkIDFKohsp4OJ45G4GUXg8Ho/H43nmmTt3LkAuFvF4ni/09PTk5+90eKGIx+PxeDwvMKxxoydREpoW1NaCyoQj2UhIVVLTumwYbTF1jSwqZCHAWstotU4pCgkDxbW3rgXgyFVLiQJFvKOOqacgJwlTpEBKQWl+B3/9kbOoxzHWQke5gG5oxqupczyRwolQJrXDpgYRijwnXAgIO0PCzlYHvyqWCUohNtHEY0nWGZmCEhTnljOhiFd+ezwej8fj8TyfaRZvbeKiRBDCPd+K7PlWSGxiEWHmcNEJInHOElF/CZlAMprMuPxmsdhq47TKWSFXqNazqIwC0ijGNDSqHKLKQUt0III83vG5wjkuzLB+4SI/sJDWUrDOJdBqm7s1tGVaG4u1IJtF+2ZsSKQIiq0uRhMY0lrqhCihBCumjTSx1jlzdCztwtSNi48sPDkhyJ4glYBphBQy2LP1mNhQ6I5QlWiSO0yAtWDqKUJJ5i1oCUCOP2Yl6x/fwSOPbeU719zC6w87hP3muMjNOE356QMPsWlklJ0TVf7k+GMohSG1R8fYNDrK1tEx+isVkmKVNBNzRMWAYETzjhcfxQHz5jLQOVWxMZHGbBwe5fGhYQ49YAm9nWWSWgINSxBIJ7ApKFQ54JOXX8mt96+jv1Jhnzmzef1hBxMoydX33s8vH3qERX29nLjvChb09tBdKlKOIspRRJxqHtzqxCoDnRVmVToQCGZHXcyOYJ/uWbB4+n2oyi4mBgDbfCe1bhCAAFVUhJ0hpqGdW49sObZgcOeEgKAYPCPxOLvyXL8rylAiMhseP2LZ4/F4PJ7nHiEEg4ODDAwMkCQzvz94PHsTYRjO6CTSxAtFPB6Px/O8xY14a44eJI9QaY7E8cyAtSQjcWvEX3MknXK2ukKQj8acDhMbTGqQBUWtEXPhZd/nvnWbKRcj3nba0fz0t04ocvrhB9LYVMXUm769rVxuIQVhb5Gw12Wbl0uF/DtVUIRdBRo7aohAQD3LiQ4FGDcyNOiOdhtNIwSEXSEQEvYVSTob6IYmKCtUJcLUkzbxicfj8Xg8Ho/n+YkMBGSxFEiRuTxokK44rmMXuWilaHOOkKFACUlCMmPh2WqLDCRB2YkCbGpcZE1i8mdJIQVhl4sNsda6aTJxhbVZLOJeihACGWWuKkXlnEcCga67qB4m7xfhomsQAlPXJNXUJbBI0RIAZMhQEqoQaywpLj5E15xbIbatBbk4JOh4eqI18nfDJ+OKsrvlaYtQAlkKaL47iUnvnaoUYI1loL87n+eUk1dz0MqF/OG7/4X7Nm3BWEsjTXlkdIhfPfoYWlgKHQG337+Rf/vZL3n/S08AYLCri8GurmnbceDgIAxmf0gnVLKJwcQa1RHSP7uT2aKfg4xFZudmsbs47bL+8OUvJlA3snLJPMaqdc7/+ndAwP93zhmc+pLVIAQTtTqVzg6CMCAk4LHN2/nSdTdy77pNzO7pZLxWJ00NA10VTli5jOWzB5BSsnBOH4UwIFRN5xaBLDjXnpmORzoWO7FRR4jojJzzTxZBpBvuenLvqdk19wIRTrxQttPj8Xg8nucTSqknLLx7PM8nvFDE4/F4PHsd1made9a5XUwexCakcJm9WYQJmVjEfZn9jxQExabFs807I5vLEZK2kX25rWxzIvH7LTTRicHEmfVyIFBF17FrdWtkl9pNBrKpp6DdsfjWT29leXcfLzlhOZtHRvnylTcwr7ubtx69hkWiw4lEBESzim502HgC1o06lLvkoE/uoC8MFAkqzibc1FMaQw1MXSMKkijL8DaJcVbXM0ToNBEColktIYpODAg5bVa8x+PxeDwej+f5RVBuj40RkUJGrWdZoQQ2lKR1jU1s/h5hGsa5bUiwqcUy6b0jex8x2hB0uAhDFcg8msVq58CHyMQjxrpoxdg5aDi3DYPVe+5a8VwhiwFRbwFVCiaJaCKCjiyaZpr2m8RgGtq9O1gIoqnvDk3xvogkYUcIMtP2C4FsOhkKSMZi924S7HmH++SIHMBFZlpwLziZHqWpURegot2/L+wOkwlFrAXSSf/O4jyb75uz+louH8sXDdDTVeGTH38Tl33lOu4d28Zh+y1mTWkWa45oRcHsu3AuF3/zGj7+/asw1jKvp4u3nXYMlY4CG3YMs2XnKOu37GB4qEohCjjx4P1YMNBL0BXN+L4q9+A9dv7sXv7iLS/P/z5g6TykEBy8YuGM86xYPsgnl/0BcZJSiMLcVTIMJXdU72R191IC8RSLJsYiEJjUoopOBKOaji3VlMZwY7eDBDwej8fj8Xg8Hs9TwwtFPB6Px7PXYRNDWtO4TrfWaLx8RI21kHX0CTV1BJvLkE5aLiPs0llmrYtBka0/m+4agBs12DF9TvnzAWstuqFdx7egNXKvufuyzPCgFLR1mIoAdt1X1sK1P7+bjZt3snLFfA7efxEj2ycIrGXL1hH26+hj1YpWxt0pq/ajFEZEgcoEIZJooJR31of9RTAWU9V5zrK1Fl13HexSCVTRjQhtilVUURH2FFpCH+E6g4Vwtt86MYgkG+Fo3XfWQlBW04/CstaNAP09FgN5PB6Px+PxeBxOrKAIAxeVYmP3ufr/27vzeDuqMl38z1qrag9nznwykgQyMJkwyKgCMsShUdSmFdpWcaAbwSuXbu2roojdt9HW62w3rVeh709wwIGWVpGoCChzCDKHKcyZk5Mz7aFqrff3x6qqvfeZMpyTk5Pk+X4+gZy9a9e09zo7VfXU+zYFCGAQ91SzqhGqrkoIkpYtOhfUHlcKMIAytTCKi5I2K5EPidT+jb1v3GmotfJhEPHVMsT5yoIqUINCImmgXwUKQejDAhLJiP+uNoGGNAXQwwTRgzhEpVwetBxJihIqlYQ1kkWk66iNSsIgSUWSptDvd5McADlfWUZih7g/zoIGEvsEiSTb7sM+UnfoWHfwJP7xoDmADjRMXtcCC84HaVzVAhqYf/CMbP1nz50Ckw+w/NiF+OKSOdh85ytwteKKmdOOWoI7H3kaq9Y8D6WA8954PKbO9JVJDmnrxCEL/HHWMy9vwtSOFrQ3F4fdz6Nx1KJ5OzWdUgr5XK0dSntzEXH6Ro1K7fMmkYMkx3lQgGkOkBOBKfIUNhERERHRWOO/somIaMLxlSIcVKCh9FBVJwY8Vne3mFK+1PGO+EolPnmglMra1gw8Qbq7xDq/XioJs6T9vZOTmcqM7o4osc6vb1o0JS2xjOSEZRKWUEoGvBC+FHdyt91wql0VRF1VPP3CBlz1b78AAGilcPSieQhihQ+fcjJatcZhMztRtTGapjTB9kRoL/qTl6YpQNCRg843hjWUUhCIX3ag/d2IVefDIU0h4t4q4r44K4Fdrz7zIVYQtgUwzSGkYlHdXvXlrOGDJuL8XaI6N7gnvCSlqLXmXWlEREREB4q0woUW/29AkzPQohG2hVCBgdIaAwsiuMj56nUjHBfoUCPUPjSxT7bA1D5YkbbZUYH2AYuqv2DfUN4x3TYnkDRwrkZukaGSgLZYqR27SN2xS5LrsFVf4cUlrXu0qYXK/bGTf4EpaATF0N8sYJPjtpwZovKJgc774wJlKrBJO8ugNYQODcT5cD1EoFuMD7Enx29Z0F7gj12UgsmbxuMTkxznBf5Yb/7C6fjnz52HadPbETbnGrZfBxquMjgpopTCRW89Fd/46e9w/GELccyS+UPuw4NnTxt2/+4PJKkSaYoBFPxnQaxL9r/zVXr2tXFFRERERLQPYFCEiIjGnUt6eysFYODJVPHPp61hfDuUNHHhT8a5yPm+4ALYyCYn3fxdX0oDOp/0N07vMqurSgIkJ4mNghpYaSSdxvqWN7t7ktfFDnFfnJRBAaAUtFFwNq2QohA0BQ0nGutPlu7oZKtYh6gvrlUJSdr0NJzENQpmmPK8LnIj9ux2kaC8rh+uYvHYM6/UHhfB/U8+j3848zSYJGSx+sWXcNiR85CbXIB05OEqNulfPkw1DwCwSVDEOkA0gtYQQUsOOvA90l0pRmV7NTvpOmj7nb9r0d/FKdAFg1xQgFSt39d5A1exiLorviS49b3hfb91X7nEFMygQjNEREREdGDxF/pNUk2k8TkRH0LATrQsGe7YYl+gtPIX6I3KAu461NmF+oa0dhLMt9WkFagkrXVGyl9rBRXorJJHOhMdqOzf40HRwEU+mWEK2lcHCZPUjjSG7Bvep6QIpDiBi12tfanUgkFQQNieR9CWvL5uc4KWHVeRFOsgooZtXVN/vPL61x855PYj0ECpVnlDYgc4f2NBh8njM+e9GXosKmYkbUSzdkjaV99UWvnPcuz8fq6/l0D5CjE6byCRhav640oVan+8NfCYuL7t6wjHrAP5bU5LeSbvvU6O9wTQYa0lkQp1Q8UWF7ldWhYREREREe0cBkWIiGjcuar1rUM0kJ1tTO7U0oHyYQP4wIWr2OzuM6Vqd6NJXKuo4e8e8/NwFrDbq7ClGLVeK4ODIqZoaq1PkmocvsSxQMQ1lLZtuOPN1drT1Eurk0Dg118cdM7fqeZPXEoWdBErvjXOwJNddUERHWpoU1cxpP7OOyfJHX8qu3PRn2SrrZOLBS6SxhOa6Q2AkQNiB1u2WX9xOIHOG+iCQdwbwVUcTHOIJ9dtBAAsndeJJ15YDwBY3DkdAPCbtU9h+WEHYdLklrr9uuN/WqT7yjSFyE3KJz3cfb94ZRRMcw6mlASA0js/6+4QTENGYv18nIg/sdgU1J4PFXJTioAT2Erst6nkoEODsCWAyjEoQkRERHTAS/6t6SJX13akRmkf+N6fKa2ylo/1jyk9fOucoKghhaQNzQ7C9Ur5kDzqMgL1wfi4FMM05xGmIXo18G0YUB0wORZKyicmD8IHyQOVvacSO38MBn/smLYKSitLpjctpI/Vt+psWJ4V33JmN28i8J+hJPhQTY5x0mokRsM0GcTdVYh1O191MjluBZIbKaq+AgyS1kg6NDA5H553FQtYZMsMJ+URFAyQHJe6qkPcU0XcE/nqOJPy0IFGtL0C2x/XjlEN/HwAHwxKcj8uaT0jVQupFX5JNj5Z3ViyY7TkESC9IUQAhMlNAGmRmqzFUxLQ0fGwQR0iIiIiItp9DIoQEdG4SkMTOvQnxrJ2LGnbl4pDXI5h+32QRIe1FiSStFhR2vcqHiw50RcqfzJqwAnA7LSUE0TdVTSeCawFPaB9mCVtH5OGQ7LKHQB03rfFEeeSqid10zjn74JC3Z1s9WuZhl3qKoCoujuyRMSHOFQtOTKwjYzOaSg19J2LLnKobq1AnBuw7PREqENpYz9cOTlpWH8yL4Cfp/H7LQ2HvPP043DdLXej3F9Bcy4HKOCc1x89YuWT2gr5O8FExJd5tgKd01lVFRc7wMF/HiILGAVd1LB9vvy0WIe4klQhEb8duuBPqurAwEX+BKjotDR28n4bQOU0dC4HUwggsW9nlFwF2PF6ExEREdF+TSnftlA70/Dv8fp/KvIC9dCy9p2jnFYHGk5ZQIn/t79LW4GmU0jjP9+VP45URmUVNEze+MoZ9ccm+VpoP+6Ps5sRsiCJAIglC5n4apRJ+CI5rpCkYooOhw/N7JAGVKjgnIOyCmFHDrmpRZiCyT5bvWu7EW+v+mPHQNVai6bbrQCtVZZlcVXnK90oACUABsjPbEoqsWi/P5JDI1u2kMgfn+pQD9GiB3BREXF3BNMc+MqLAPLTi7ClGBI72KpF3BMjKAYIWgJfISX2VWWqURV4Bdl7MdQhttJAcWYLgrZc7XlXa/lqSxGCtnDIz4jSCkFxx5VfiIiIiIho1zEoQrQHpCVPnXXZRcv6sqdK+SoALiu9iazNhq+OsJN3kRBNUGkAYri2IWJ9v2utkpNw2Xm35GRXctdWQw9oZJf/d7h8pVTd3UpDTgHkhh5n4gRxxcKWYuicroVMVFJSOSmN6yoWIs6HN1Q6tuErniiFaHs1CSYomFyQVRKxsQUESauVoddBQY34DS0OiLZXsrvTnHVwkYXUFVFxkfPrX9+OJjlTJ8pXbVFKQTdpIGkjA0kqtYhABwG2dvdhU1cPlAIWz5mBz33grahsrwC9Ap0bobVMPedg+2JfrSQw/mRj5KBbwiQYZAGtETT5k7u2ouCqDiYX+N7jSZlqV7Fw1iWlsP0HRge+T7gKfN9vW7VQypdIdrGDK8cQi6TctYIOg6xyiR54IpmIiIiIDkijCgHQqKVVIyRyyekT36rGFOrbzaRlFpGFOnbm3/LpeZiwOWwIgSijsmqS9dP5Gw3qKhkO+Hl3aK0RNIcodDYjP7WQhTjqFaYVUVH+vJDtj6CMhs7XVUCxDlK1WfgjnFxAfkrBH3uWY0ArBG25QfNVyrf1QXHkz7gONXJT8o2PBQq6tS6gMWPo1xobAK8ALYe0IzABhkyKQEEPOj5X0Ll0MoEOdvL4koiIiIiIxgyDIkRjzFUt4lLs76aAqqsAoGqlUetaSaTPizgoSFIuVWfTNEguQgcFDt3x4iLr79YRAMnF6LEI8qQtRNKWJwDqWqsMHbDYl6QtTbRRvjpEXRBKrCDuieCqNukJXguEpNUvXOyDInuD0go++6Gy8sSDJ4JvXTKMuDdC3Bv5qiKRQ9wb192dmNwd5wSmUN/eBg39nnXe1EoPZ3eU+edtKUbUEyX9nJOTm4HKQiwAYIppEGKIO8b6fCURVagLiSRzr4hDPgywbuN2/PzW+3HakkOwcPpUmG4LiCDXl1ZUqdt+EV8JRJL9opJSz5EFYoFpy6FpdjN0zre1ifuj7DOuiwFMWLubLigEcIFD3BclJ4CR3f2WLc76fZi+RikFlWu8i9D3mVe+4ksskKrzFUecwORM4/oTEREREdFeobRC0BTW2pDsQhBkp5eRtjCpf0wl1TsGPDbSz7u3cMA056Dzxrd8GULYGiJMQhn1HXVS9dl/iQUqULVpdhACGS++derAY/id3H9pO1UiIiIiIhpXvNpMtItEBBL5EpsAoAKN2rVYhbjsy5kOdxEyDQhAAXqYagsusoPPDPgX+wuwdRdVac9xkUXcH2c/SwQ47RAUzfABgoHziF3dXUrILuTHpWS+InXhgCREpFStrKyCD47otPWKv6NpqJNcDedgVK2qx+5IS/TWz3tnT9ykfY6BpJRsFUkp4XTFHFzVZtO7pHqH3z7AhHqXThS5ZHliBcr4HuI+MLArWzyAgq9OESTlh10y9tPxKUDYmvMhC/F3eNVPE/dF0LnBFVGyfeQEcX/6+UpXtBYaEsBvR/o+S93vDviKImaE+e+Iq8bYsLUbv3rwUbz5pGXonNyGNS+sxzd+9nu8srkLf338MXjTEYfhfccdl73G9kYN89DpCcmkYogKfcDN9Ua+CosApiVE2BIgN7WY9XYPW0METQHi/hi6KRgy+JYGsmzF1kqA67QEtG+dowMzuKVP3Zte67XuS07bim8lpPImuYuPv0OJiIiIiCYCH+SYGIGHMacAHQBxdScnH6r9St1jI1fO3DmNLVD3/nGRAJB343AAAGIXSURBVMAQLXGIiIiIiGjPYlCEaBdJ7Pvbptd2peqSg/a0WyygcxoiSFo4ILv4n90VkxQBcJGrqybh72ZRWo1YqcBVLMS5/fckyhhzcS3UowNVa/FT/3zFwlmBzmmYZN9L7BCXktBP3cV4FznEZYsw8PMR67K7e9K2I/71vrWQq9rG6jEDLmRD+1ADUBcEEIGzkn1O/H9qwQoRVQsn1T529X8BFBDF/sJ+3B9B5erCJs413umTBjiyvIL4bW8Imigok1RwkLrXpNuRbr9KWi851xCWqg85uCiZPkj6Iw9oN+xbpiTvQxKoQJyEp5SCzmnY/hhRElywfVGyTGTVWHQxQGF6ETrUEOeDBX6GydaE2veEHi6PZTTi/tiP9Ww/+B3uq1QIXLWc5l78NHXvRX2VlKH4u+ZGHsMuFtR/uNKgRbaMUdxxFZdjfOO/b8UTL23AL+9+GNM7WrCpqxcCoBiGOG3xIQCAddu7MX1aG/J53wIG2q+ADjWgBLYn8nfItfqKIcooVDaVYSsxwtYQuSnFofex88EpEwy/D3TeZNVonHVZGMgvf9cqgvi+1vwnDxERERERjS9/o4cGXHpzhMBF/oYRf5zsj8WDUVYGESv+sNT5dqLZqajk3AWSVjtiGyvd+rsUBDo0/vyGrZ0H0KGBMsiqn/p2PchuYlK7sMq26hqPm1VaFcWfSBhcjYSIiIiIiPY0XjUh2h0iw1aUcJFDdVsFLnL+4DzNBqgkBBL4A3Wp+gBDdh04qRqhQyBoThq1Nl6nB5SCSwII7KO8Yy52iPtiiBMoJXDlJCCQD3yliMj5yh7iW/64UgyJHZRSPuCh/QkdmwRGVODbqCAJgIhIrS0N4E+eJGGg9L314ZTalXLfakZqLUVQnwVIwxo7PuEyqFpIrSvJoOddLHBiUR82cbColSxpSJvUtiW9oyeZd3rCKWuM3LA+yrdOStZfrPgqE0nrGX9yKl24D+YEjS2QMzrUiLZX0Le54tuXVKwPgaTrGSig7uSVCpVv05KcuILzAYa+vsgHGwTJ61Fbb+NfEzSHgAA2aZHiq4c4qEKA5rmtPhwzzB1W6Yk4HY4utDEcHQzdNmZniABxT+T/Emhs3NKNSjXCrfc8jm3b+9ASGbxhyVKctXgJlsyYjo6mIvqrVWwrlzCrvR1KgC39fQg6i2id2TbkMmxPhNzUgq8Q0hpm+6A4q2kn1s+POTVCG6f6Nk861JBc7aQiyxITEREREdG+Qhl/rGorFhL780kqr7ObWaLuKlwsyTHgjmVhE/hKlDa5gUlpfz7CtIa1wH05qb6pFXReIygEdW1LfXDElmPYsoUONYK2ENCALVm4qoWrJq1TkxMOWYtP6+AiII59AMZWrD++qz9XoNIbaRx0qKHqz2O52nx1qHZ624mIiIiIaOwwKEK0G8QJXDlppaGTC+DJhcu4J0LUF/n+rEkrBv8a+EoRFYGUbRIa0dDJcXJ6V0bc7xCXysmD2X+QVnxQyt/NHyNKWl34aZLL9P46esFk65OaCOVEx5OI+ICBuKT9RNIWJPZtQaCVb/mikYVuxCRthcRXrRALVLeU/Mkc8SdgTDGALgZA0mKovtexuOQOHXFQoYZWyleOidPWM+kJFSBOqmG4yJ94SUMmWdUT4xMOSvmqI415AdXYk9g/hAFTQKcVbkIFPULlhoH7bdBnJStksZMnrRwQba/AJmNEaf+ZVTntwxxxchJruACGAJWtFcTdVV/lpWh8i5fkSYkdkNMNYZv67YYBTHKCShyycVO/+mIFUnWopmPNJK9V/n1U/TEgI48bZUbeI86KD7SYumogyfaJk4bHdodLTvaluR2JkxY4CnClGH0v9aJrez++8l+/w6MvrGt47afffBaWds5oeKwpl0NTLpf9yumcOwVhe26YhfvPbNiRQ9gSDj1NHbH+pGj62XWx89V7dmEXMBxCRERERET7IqV9VQ9tNExrAFMMGm4ocbFD3F2FG3jMkxUcqR3PKgU4JzDJeQwXOehAIdee99VKdeO5AmlNjnHNgHMIdXQxQBC5hhs8TDHwx83O34zhqs7PI2mFnD4eVf2pZR1of4w7sFoJAIQGYWseOtd4DC/JDR2uGu90e18iIiIiIho7DIoQ7SJbsahuLUNcEtxIKw4kB8Ou6hAUTMNBP4DkYHtwm43s+cA/71tlSO3idh1xgrhs4Sox/JXt2skCkaRViQWiumoL2fyTIAK0gkmqL+yvXGR96xQngNG+6ofy7UR06E9oiJPsLhqbtFlRoc5OTrhYEHdXEZctgia/v1wsiHojBNZBTyoMutCfBkGApLVQ1SHqriR3+khSMcYHQOLe2Fe7SFoSIWlVZMuSnSxRaZcXNTgUonNJ65t02kBBa92wLi72YRZXdnA5V7son7RW8SdvkpKxOl2mn2fcV/WBDADQft4qqQySlcnJ1qkWYoICXCWGrTiYokmCMb4KjlTTKiZ+udH2qg9L5U3D3UMSO9j+2LeGGXiySKnGu5CGk4xJNUzBChWMUM3CCWx/DFuKocMdhyCGEpct+p/rhsTiW6w052AKGrbiYPt9SKhpbiuC5t37GnaRQ99z3QB8ZRRXsVmVm4wAN9yzGo++sA5aK2ilcNCMKThywWwcPG0qAEA3BwjbctA54/d7xUIi/1kJ2obfdokdVKBg8jtefxcLXNUiaAqgAg1bigHnK8Ew/EFERERERPs7XTTIT8rDNOeyY9S0Pas4gSmE0IFOzjvYLFgCJHmLtCWM8n/PFUJ/AwvSNqsKOhxcyTSrbJvOKzkXkra8TY/rlU5ulhFJWqDWbopJz20NbP3p51k7D5GbWkAYjHz8XH+8qurPQ2iN3a2mSUREREREu49BEaJdJFZgI4uwNZf8nD7hL/DrnB4UEtlVw1089X1lkxayw91tEfi7UdJgQXocLgJI1bcNMaEB9uObNVzVAc4BSiPeXoUt+1KoymiYJoOgOQcdqCQMUvHtZ5xABRpBSwCtNaLeai30k+xMHSgoZWArDmHs4KxC3BdlgQoV6KxKQtTrHxeXtinyZR/iUgQIYJrMTl8kz07kIJmNA1zFZT9DACnXTZOIrd/uyuYybBjXPhNALeSStp9RSZhJAbCArdq60EtyGxOkLr2CQeGV2sknJK2UVLLfFYxp/MD1vdCL6tZyUllH+X7Izod1gnwAiRz0MJUqunr78fPbH8DRiw/CskPm7tQ+3CXJOLOlGOEQYYk0+ONDP4OJAJUNJbiyhS4Yf5dVVwVRut+Stkf9L/bCNAXZ50usg7MuOymXa89DpS11nANs7aRe1FOF7YuBQPnghQa00ckJNj9NDMGfHn4aAPDJd78ZRy+el7VVKr/UByggP72YLV8ZM+jk33CcdTBpyWIkVZaq/jOpQ/870FZ9+y2lFcK2HIIWf1LUNIWQauyDOjwXSERERERE+zkTGkjOASppGePqbr5QCko56GZ/bGh28VSt0jo5HvMVHNPWur70iCQ3AtQeT1vHpMT6yqgu8m14VdICVazLbiJIb8LwlXIBQHz7WSW+kiYaQyDp32vHunVtbNNpsh63GKKKKhERERERjQcGRYh2U3ZxNRtF43NUqwMFV7ZweZeEU+oSBElSQBeC7Pi7fq1EBBKJby+yHx2FS1pBJWkb4mJfMjXuixD3RTCFpEqI9VUsXMXCFALY/hhx1SLI+wowLnKodlV9eMEoH+YYUHnFV/8QVLdXsyBIWmVDqs63tYHylWYCDdPQZ1cNGy4YycBAidIAdqaVTBJiCpoNjNKNYRObpBY0spBTbT8qX81jiCBLdvKnPpSS3KyUnjBKwx/DESewfZEPVQUasM63CVKAq1pUt1fw1CsbsWTRLAR1AZPtfSU8/dIGXL/yHpT6q7j/kbU49zXH4FVzZkE7oJAPkzueNILWcMTStdY6/Oruh9HeUsTrli0ePIHxYR+lfTDEVS2c8ye30mBQYVoROmfgYgdXdXCR9SfYqg6u5EMiafUTkx8w/5zAVmK4bbb2mIJ/PwDAAfH2aq2FVHrHV9241UUDNcLn4IHHnkVvqYJJLU1Yvmhu9lnOAh25nagslN7lZp0/yZg+HgmCKSEASfaPryADBdiSg4hABxq5dl9eWOdN0prJV2FCaLI75oiIiIiIiPZnSgFKAIl8WCNoDnxoI21h3B9DIgtJH5P6sAWQVvFE8leJk7AJakU7dcFAG51VEYGGb1fsXHIzR1oVVzUch4nUgiI60EmbW98uFC4JgjhfaUSZpK1skjsR66Ajf3wpEeDSkqfpvFE7V6MLQeP5kLTVcjrJKG+4IiIiIiKiXcegCNEe4Ky/a8OV46Q8qG9zoUKdHXhL5FtQuMiXD9Whhsr5i6f1JUMHUkbDlh1stVQ7sEbt5ACUQtBioZMLyA3dQYxKKhbsXjuNiUKsSwIyvixreuE7PXmS/mz744YKL8YoSKB8+49SBcooBMW6iiFJJQRxaGiFMpDJG9iqgw4HBkFq5WMnWkuNwWGTAeVAdnY+QyWQGn4cfl7X/Og2PPzEi/jU374FJnLolxjf+PHv8cQL69E5uQ2zp03CC+u3oBrFaM8VsGztHLx28cEo91URKIW+agQpVfFXy5bhyNmzajP2hVPgSrXQRf/WEjaV+jCvc3JyckxgrUMUWWzr7cNzW7bhgTVrsW57N+Z1TMKcKR0+MCMAnEDnNOLuKmxPFVmgRtfK44oDSi/31W2vZHdBKaWgC3rkFjlawRR3MA5F6sZ47W4zAIitRX8Uo3mIoIh1Djfcej9+etsqAMBrli2CqWtL5Cp+P+n8yKEl2x/5sFFSHUbp2g1gujmAChVsyffDDtt9xRAoZL/3dM5kPahd1SYvVkDs/H7OTawxQkREREREtEdo3zJU58ygih4AYPIacRr8SG/qSKtx1N2UgeR/KtAwRX+A5qxL5jHEjQDGV44cSVpFRA9ozZr+nD46dItkA/GdVRE0BwhGaN06MKBCRERERER7H4MiRGMs6q6i9HKfP1iPBzxpagfHvvSmDHpeBwq5ycXkYnT98yq7e8M0hw2tPer5dioRREUDLtnXLmgHTeFuVbYYK+kdK1lfHKisigdQ108XdSdF6lqbxCULiWx24kQZVWvBIgJXjRH3RIDRMIXG7VTah0OGk14QT8X9FtH2CgDAFAyClhx0OPw8VFo+dieloSLAn+zxn4+df/1EVdlcQtwXQ+cNTN7gtgfX4Lqf3wkA+NnN9+GcI4/A9bffi/ueeA4A0NNfxlMvbQQAnL50Ed5/8gnZvNpafJunyc0AJvnHBAIrgg3be/DIy+vw7OYtftpCHq+aMxtHzp6J2S1tsL21QagA5KAxo6UVM1pacfxB8/wTFqhuLDWsvy4YFGY2Ybg3QwFAYff3z07JPku1dXhlcxfufuxZ/Pedf8a2nn4smdcJoxXWb+nGEQtnY9Gc6bjjoadwwux5+Oa7/hLd1TJmTetAeV1fMksF2+/3yUgVVyRpgVOc3QRdDGHyGsrUWsUo5e96y3XkoPMBdKiyO95M2is7vTMtFl/lpSmA0goSO7jYDToRSUREREREtD/SgR7x+EeHBmH6vENyk0DdBFmFSf+/+tDFeJ3b2dHNMDvaRiIiIiIimngYFCHaRSKCuC9OqhcoH0TQvoWGUkB5Qwmu6qDzGqpQdwt+2ibG+rYMyijoghn0vEQO5XX9wy5f5RRaD+nwLTuGoAMFHQw9tMUJor641mJkD/EtJlwS8GjsgSsisP0xXJQ1t8160upAA0mrD9S3OJG0f29y4dw6qKRSwaA7UiyS/W9GfcIk6o3Q/0IPpK5iiS4aFGe3IGzZuV+fLnKwJX9hXgW+woKLHMrr+/ymlWK4JBCkkjKzOm9gCoHfdpOccElDNMmuMM25pG0MshDNWAZMRPz7qLKeyTv/Wlu12Lh2KxALfvvgGry0ZRvuePTp7Pkf3XwvfnTzvdnPHzr7ddjc1YMt3X04dslBODjfkT3328fXwDQFOObQ+SiEIVrCHFzsEDSH0HkD9OXRuXQabntwDVateR4zpkzC2up2PPzAOtiqhVIK5ShGJYpQjmNE1uKYRfNw2MxOTG9qQVSN0Vepoq2tiGIh5wNcVQdXttm+Hnk/CXr6y8iFAXpLFdz3+FrMnTEZS6dNgyunLV40dJP/vLiKhVT95zdo3vnKPpVqhBv/+CB+fOt9cE6wtHM6Tjn4YDyxfgOU0njNggWY1tICtT3GGQsX4eRDFgAAWgt5oCJwsIPmqYyCq8T+91KcfJAMoI2CiwSmOURuanHIfSBWss+qDn3bptpwdr66ihUf1sprmHyQBcFUzowYUiEiIiIiIjrQZOc2hjpUqruBYD+4r4SIiIiIiCaIvRoUuf322/HFL34Rq1atwrp16/Dzn/8c55xzTva8iOCKK67Ad77zHXR1deHkk0/Gv//7v2PRokXZNFu3bsVHPvIR3HTTTdBa4x3veAe+9rWvoaWlJZvmoYcewsUXX4z77rsP06ZNw0c+8hF8/OMfb1iXG264AZ/+9Kfx3HPPYdGiRfjCF76AN73pTXt8H9C+J9pWRnl9P3TaRgHJ1eSkLYXEDqY59BdK6yWBCRg99IF9GqgwevhKBSKwvTFsfwSdy+/yuiutAIesNOmeYktxXasJ+N67ClBBsvzI+mBNXTsMceJ74Ipv4ZFdVK4LmKShEQk1IEmbmYqFLcc+a6K1D6JUHYImf3bFRYK4u5r1xDVF03Dh20UOlc1luMghbA0Rtud9d4zeCOV1fZBIYFpCvy3Oh1xKL/fCHNwOHSjfr9cmJViDWq9eV7GI+yJUNvTDVZMr6KZWvtVWHFRyUV6HBoDv+ytWEPdGiLcnLU+GoQa07VBJe6OUzmnE1ocDyhv7EeZy0ElrFLEClU9+/Yuv9lAf5nGxQ2l9HyQJuEApqJxBUAh8uxInSRWX9D3y7zG0hlIKN9x0F7574x3Zvki97shD8MSLGzApX8QHX3MCeisViFE4YslcPz8RqECjkgSlnqxsw9HHHYI50yYNux/amosAgL84aRn+4qRltffVCX5590MwWqOrpx+btvfgPa9/LTpaisjnagGNz1/3a9zz2LM4/4zjce5px0JEUH6h11fCqNisOsZA1SjGfU+sxY9+fx9e3Lit4bn5Uybjn9/6phHL6ooIHu7Zgmc3bUHn5HYctXge8sb4z44TPLV+I0o2xlGL5+HuR5/Ft39xG7r7ywCA1x5+CD50/PEwauQglGkN/fonJYL9cpNfVzntAytKQecDBFNCQCe9sUsxVKiQn5IfNiiTlh0Wl7SySSqGpGPSWYEuJAGRCdaGiYiIiIiIiIiIiIiI6EC3V4MifX19WLZsGd7//vfj7W9/+6Dn//Vf/xVf//rX8Z//+Z9YsGABPv3pT2PFihV47LHHUCj4K+l//dd/jXXr1mHlypWIoggXXHABLrzwQlx//fUAgO7ubpx11lk444wzcPXVV+Phhx/G+9//fnR0dODCCy8EANx5550477zzcNVVV+Ev/uIvcP311+Occ87BAw88gCOOOGL8dgjtE0T8hXYzKV/3QBJkcAKdHyIkMlaSq7Zxv0XYsfuzSFud7AkuaSuhQu3bTCT7RQSQSl2LFa0gtUIdWTWNofiL20nIQRRsdwW27KA0YCOXXAj3QQ7AV1VRSsGWLfqe74FLAw9GIWgNUexshikYRD2RbxNUjgGlEG2rIGirQAcG1W1lQADTFDQEXkxTANsXI9pWATRQ2VjKKrQoo3xbIKP862MffDBJ9RFxAokdxAqClrr51tmpT44T33oHSOYhvs1HpVY1wpZiWPE/V9aXEasIWfkR+DBOWgECClnQKd3fiB10UrVFROBKEWxvVHvNUJLs1C1/fCSbz9zpk3H8YQtw+PxZWL5oHp58cQOiTSXM6mjPXhZtKQ+eVaixfOFBO7M3hqS1wtl1wZHhHLVoLu557FncuvoJdE5px3GHLoAuGNi+GK5sofMGEjm4yKJUilAtR9AC/PTu1fjlnx8DABilMLm5GVNamnBw5zScMG8elFLY2t+PPomQE9/uxjmHl7d3o1StYvGM6VjSNhVL2qb6FdlURaVuvRaYNjzXtRV/vvsZ6DjGP5xxGiY1NaGlmEfOmOx9UIHf6Tqvsyod4vznLmgLhw2riHWQWFCc24agOWgMT1k/ZoerWuRf7z9DJqcBo2ByJhu/yigYDFHth4iIiIiIiIiIiIiIiCaEvRoUeeMb34g3vvGNQz4nIvjqV7+Kyy+/HG9961sBAP/v//0/zJgxAzfeeCPe9a534fHHH8fNN9+M++67D8ceeywA4Bvf+Abe9KY34Utf+hJmzZqF6667DtVqFd/73veQy+Vw+OGH48EHH8SXv/zlLCjyta99DW94wxvwsY99DADwT//0T1i5ciW++c1v4uqrrx6HPUH7tCTAoKDglG/H8MQL63HLvY+iv1LFrCnt2LCtG3995gmYNbUDgK9GAAC5MPBtaHbhgqoKFaLtFei8TkIHyRNpGxIB8tOK0OEw81T+IvHOECdwkYPELgkB+G3VRg9oL5PM2miIcxCXtLWIJamSohoCELY/RtwfJevuZ6DzGkEhALTyFUKS8IXEyfwC37dXAYh6YyjtqxmYUGfVRxrWXYDyxhJcKfYVXpSfV9xVRW9fDNMUIO6LAIesYohYh2h71ecmCgYqHKLmq/btOcob+iGx86GXQGVhoWhrBdv7+pFvzqG5pdAQBskqxoyWVrWKIOm8h5hMRAPbAd0awqjGbRHr6oIhPhiQhQ8UoAphrWLIzqxTEpjasG07XtzsK2x86cPnYn7nVJi6bV40ZzpKthdwgnBS3odQqi4L+biy/0CbpvH5elp+yDwAwLot2/HlH92CVx08B6ctPgTHzZqL8pYSzLZafMMAKMJvy/nHHoOzli5FUyGHYhAO2kflKMYV//VrbO331VGM1nDOYebUDkzraMVr+vuxdMZ05MMAUWzhnMP2UhmRtTBaY8GUKZg/ZfLQK520airMad79HtDWQQUKpmAG5ZW0UYDxIS+xScDJpYE4P42LHXJtvv3PwHVgQISIiIiIiIiIiIiIiGhi26tBkZGsXbsW69evxxlnnJE91t7ejuOPPx533XUX3vWud+Guu+5CR0dHFhIBgDPOOANaa9xzzz1429vehrvuuguve93rkMvlsmlWrFiBL3zhC9i2bRsmTZqEu+66C5dddlnD8lesWIEbb7xx2PWrVCqoVGoXELu7uwEAURQhiqLRbj4B2X6caPsztjEsLGKpq97gHG6551H84Lf34c3LD0MeBqfNXYBZ7W0AFLZN78e6JzehtLEfTa15/OnBp7F0xnQsmDolazWrchrdlTLC1hxapzT5GTtkVRqApLVNIHB9EaIX6itEoPZ3EZT7yr6dCOADJElww+Q1nHWQImAq1VrFj5RLKg0AEOfgIqlV6wCyMEBmYAUQ59fDt4OxSVsTBVNI2k8EGrAO1S4/dtKAhwggZQds9y18YKUW/kja1kgkkN6kckegYdIWLrCAbVyNqDdGdUsZcW8Va7dsxfq1PVh+yFw0F/NAs4arWsTdvr2GyhvESAIvGkCzhghgNQCx/gJ5LEBQV/Ekr3z7nCYDadgHCpv6evH3374Bk1qb8KVLzkUYDNVg2KtUI1SiOGufMtbSiiJW7OAnNVBLhqQ/13MjVw8ZigLuffJ5GK1x+quWYN7USXDKNXzGslCIAtBuoJVqWLSrWLg+C9UeNIyxYYlv1wPr/OdPJ9tj9E6FcqZMasasqR14ZXMXAOChZ17Cuo1dOPodsxAY/95tL5WxubcXm3v7sK2/H7F1eMPhSzG1pblh22HS9lIKtz68BnNmTkb3c2U//QlH4H1vOmnIdbDWYc0L67EpKmNbqQ+zpnZAzy4g6o+wdXsvJrU2o6kp58dbEthSRsEZgduZfTQEF8fQhQAWFm6YWcT9sa/0k7QlUqHOAmkaGhL434dKDpxgyET9XiLaF3D8EI0djiei0eEYIho7HE9Eo8MxRDR2OJ7GD/cx0f5jwgZF1q9fDwCYMWNGw+MzZszInlu/fj2mT5/e8HwQBJg8eXLDNAsWLBg0j/S5SZMmYf369SMuZyhXXXUVrrzyykGP33LLLWhqatqZTaSdtHLlyr29CoMoKPS/FOPBR9Zj7XPbsX5DH6LI4XWLFuJtRxw5aPpirh2zkLTaiIA3HX5o4wRJW5ZW5IAeoNzdC6MGX+R2cNia78YrzRtHvojfvYMNWA/gzzuYZj/Q3x/hP659ENXIIQw1zjpjPo44Ylptghh48s9bsWlzP044fhacEzz08CZs2NCPKLI4Y+livHraQgRiIBD0B2WsL25GX1jyr6/rmNLXF+Ghhzfi+Re6UapUUapU8eWbbkJ/f4SNm/qxcEEHmptDvPBiN8I4wJRCCwIxWDh1Cg5fNA1Bs0LVRKjqCFVThVUCLQpWOR+2ULU3vLu7gpde7sGkjgJmzmzZ4X5Y3f3QWO3SQUQEpVIMrRVeeLEbK299Due9+mi88YhDEb1cyvZbb9CPSMdoiguYjHb0mD6s7X5y6JkaAL17bJUHOX3FbDz/QgumTW3CnXe9jGnTirh565/xzJrteHFLF+Yf0oYliydj8sIiOo3GuvX9eKj5abSFTYASVHWEWNmG0iuzX60w+9WzsXx9O156qQdLl+dx//bVw6/EZKB5MuCjJ114qNLl98NkYAMA7Il/e1dxQPwe2BMm4vcS0b6C44do7HA8EY0OxxDR2OF4IhodjiGiscPxtOf1J1W0iWjfN2GDIhPdJz7xiYYqJN3d3Zg7dy7OOusstLW17cU1239EUYSVK1fizDPPRBiG47rsRx97ET09ZfzmlgexaVM3Tj/tCFjrMHtKB2b05BB2OygoLFu4CC9N6kJ3uYzYORw337ex2NjXixlzJyEoBoACXnxlK/704FNoyxfQnsujai2e2bQZf37pFZSqEVoLeRw8bSpmd7TjrMOWIBcMPTQ1NKZWOjBzxqwh263skBPEPVU0zW1B09zWWoUCJEVDFGpVM9KXxAIkbWDSCiLKKF/FwQ1IqxgFVBwqXWWYohnUgkKS6QcuY7TSghVKAbZs0fdsN2AUfnz/A6hGvs1OFDn88tfP4tCOQ3D84QsBAE88vw6//OUqzGxvRbRpE7aVSnjyxQ0AgOPmz8OJUxf5EA98OKg5LuLgnrkwU3MwrSFEBNevvBd/eugpVGOL7b2lhvXKdxVx5qIjMPXwZmzt68fGnl4cOmceTlx4ELQeEASqYEQCgYOvXvPsxs148cUI3S9pHNQ/CUsO6kQQmtr7owFoBScOj5XW4LD2pQhM7TO1aVsPnn1lEya3N+Php1/G4nkzsHDWNORzARQUbBRDl+HfX+2rvKhQQ+V09nkpVyP8958ewsr7HsO2nto/DFsLeZxx6OLkDQGU+P3WHDdWTelo7cCx7Y1Bv3quP/KVYjSgCgYmHwBO4EQg5RgqNMhPyvtWSIUga6EiAogVRNsrqGyrALHzVWmCZN21b4PkyhYS+SokR88BMMev718t9cuUWGBeXWu/02DSyO9Vg3YAS3Zh+rEiAleOs2pCmbQ4UNUhP6OIoC2ftU1K9582Ci52CFtzCDtq1bikbrxLJNAF49tFHUD25vcS0b6O44do7HA8EY0OxxDR2OF4IhodjiGiscPxNH7SDgtEtO+bsFd4Ojs7AQAbNmzAzJkzs8c3bNiA5cuXZ9Ns3Lix4XVxHGPr1q3Z6zs7O7Fhw4aGadKfdzRN+vxQ8vk88vn8oMfDMOSX0Bgb73166x8ewacuv77hsYcffgEAcOriQ/Ch156I9GprIQxwyPSpDdOqUOOgI2Y2hCQWzp+BhfNnILYWv1v1OGZOmYpgah7Pbt+Gos1hfudUGKNx8KEz8R/33I21r2xGOYpw5QfOwbwZk/1MRFB6sQ9wAlUWBC0BqlGMex9fiy3dfTh2yUGYPW0HV7C1AMrAKIOwkIMeImwiLrkg7AS2HENKsW9BgySAAN/6RWzS8gPJ7vCzhtIKYRjCDNVyZfguLLvERQIXOygNRNsrqG6t+DY3oYEyCtoqPLetC8+t3Yh/OefNmDt5ErorZdz19HO444GncPIRi1CqVPHbOx7Fl//yrZjU7KsA3ffcC5Cqw/tedzzmtvoKML965DFcf+8DOPnQg3HivHlYPns27NYIuZY8br3rMbRUDN5y+BHorVSwqbcXf37xZbzt2GVYOHkKDppcez8629twWN02RHAQDfzh0SexvqsHk5ubML21BTPaWjG9tRW5wCB2DvkkNKSgYAAYbbC0cwaWdtZVQeq2vgXPEJZiAdz2CvpdCVVnESoNV6kAmyNEvSUcnOtA/0t9eOC57ahai9haHL9gPoq5ocecdQ5Ga5QqFbxuxkF43ZsPQjmO0V+tohLHWDxjOgKtofMa+VnNkFhgSzFcxdYCR0Yh11YYFCTKiMA6g/zMIoLWHIKmoCGv4WLxrVCG6ywTALnpIZqm1aqtDFyUswJbspCKrwSiAgVo7ds7xRZ9L/RAO+0DJrtJYgc451vFBBppEkOcTx+NZt7p/JVWPszjxC8vSU25WBAGAXRLCBfZWlue9D1o08gV88i15KECDR36bXexg4ssxAqCpgCwOtl3tVAZACCnEBQMdDhGg3ofw+96ot3H8UM0djieiEaHY4ho7HA8EY0OxxDR2OF42vO4f4n2HxM2KLJgwQJ0dnbid7/7XRYM6e7uxj333IOLLroIAHDiiSeiq6sLq1atwjHHHAMA+P3vfw/nHI4//vhsmk996lOIoij75bVy5UosWbIEkyZNyqb53e9+h0svvTRb/sqVK3HiiSeO09bSWLLW4Te3PIhqNcbcuVNw2+2PYdWqZ9DSUsBFf7cCy5ctwObN3WhuLqBYzDW89qWXt+Dzn/9Z9vPJJy3FwQfPwOOPv4zmljw2b+jGPWufx++eeBIvdHXh/1x4LiY1FQFbu/hrmoNhL4AHxmDFcUdkP7/+6EMHTbPskLn4/Pd/jVVPPo9v3fh7nH/G8Ths/izkwgCmJYDtjvDUM+vQl3f4zd2P4OWN2+Cc4Nd/egjvfcNJOOFVBw9/AT4pGyLWVwlxkcvCHgLARRauYiFOfGBEBCbUMMXkgrb4P876C/U6p/yF9eTitFgfMtG5kS+Ai/iKDS5yfp4GMHmTXcyXZDmAvxjurEAHGipQECfoe6kHtjfC8xu3IoDC85u34qZ7HsaLm7ZiQedUxM4hKkf43FveBJNU7ugoFPHGIw7FqdUqtrzShTXPrceFJ/sxHjkLDYVXz5+HVydVYQCghBg/vn81RAR/fOxp/OnxZ/Clv3wLOtvaUHquByfMnAvMxIiCjhxMMfDbUXWw/TF0waA41QclZpem4U+3Po+ps9thJuVx10svIdxqcOhBMzGptRnPrd+ANc+vw2NrX0FHsQitNU49dBFOWLwAr2ztwpoX18NAo5gL0ZTLQSuFplyI5nwOToCOYgG5IECgNYJkX0xqasKkeSO3yHpm02Y8t2UrimGItkIBszraMLm5OdufLUME5Rq3Ow+lFFSooMPcoOelGsOWBcooH/oItH/TlYJYBwRA2J5HUBwcRNDBzlWkGW4YAL5qhm4JgJbBX4PiDHSgIdbtdphDqjFcVaDCZHvKFlmiyihf6SN00Pm65aelcSSZdIQNkMjClV02yzTskr5EBwrFWc0IOwa/TyLw1Vkih6A1Bx3WtlHDAPDVciQSX6klCaNkgZHkfRrrykBEREREREREREREREQ0PvZqUKS3txdPP/109vPatWvx4IMPYvLkyZg3bx4uvfRS/PM//zMWLVqEBQsW4NOf/jRmzZqFc845BwBw6KGH4g1veAM+9KEP4eqrr0YURbjkkkvwrne9C7NmzQIAnH/++bjyyivxgQ98AP/4j/+IRx55BF/72tfwla98JVvuRz/6UZxyyin4P//n/+DNb34zfvjDH+L+++/Ht7/97XHdHzQ2fn7jPfjyV24a8rkPX/wddHQ0oaurH1orvPY1h+LjHzsHxWIOL720BX//sf9ET28Zhx46B//x73+LYIiqGFvWbEHLr4uYPXcqpk0d+zZDgTH4u3NOxUe+ej2eemkjrrz2JhTzIQ49aCYWTp6Mtx1+JOY0++Ue9rrXDXp96fke5KcXkVUASFvLGB+0gAIkcqhuK8NVBVC1oIhS8IEMo6HDIVrEJD+aAZVI0mCKCvxEIkDcbyHWQecMdE43hEDKr/Sh2lXJwjXQfrnhpDx0oFHtqkIqsZ8+CaworXz7E6Nhe6p4pbsbH//uz2Cda1iXx19cj862Vlx25mkwWkPyCsVpTXCRw3NPbcCstjagDCzv9L8julHFjIVTILFDZWMJUnVQRiE3vYhiweDDb3s9HnjyeSyeOwM3/vFB/Orhx/D+k08AAFRji3XlHhwydwbEOtiyzV4fTspDF4OGi/AAgCmNP7760AV49aELsp9fu2xxw/MHz56G048ZHCgCgENmNuOQw2dj47Zu3PnIM7jl8SdRyIU4YuFsFGyI7lIJpaZtUFtbUC5FaCsW0FepYvakNpxyxGKY0MBoDWcdnHUoVyIAgA4MJrdMQvPcVry8aRue3rgNT6/vQltTHi15HwDJmQDLD5mLfBhkFWiy1kKBhimO/PXiKg6mNQeJHSRycNXYf74c4KxD2JaDKeydahVKA6Y5RLStAtTnLMR/XiX2nzkV6sFhDhHf9qXikJ/ehPyMIiTyASGJffBEFwLYvgil9X2wPVH9i2vzqwt/pD+LiK8MAh/Iyk8tImzP+aolRsMUgqTNjA96DReoUQpwWVshHxyrtYVCEtYRqEBB5we3kGosLUJERERERERERERERET7mr0aFLn//vtx2mmnZT9fdtllAID3vve9uPbaa/Hxj38cfX19uPDCC9HV1YXXvOY1uPnmm1EoFLLXXHfddbjkkktw+umnQ2uNd7zjHfj617+ePd/e3o5bbrkFF198MY455hhMnToVn/nMZ3DhhRdm05x00km4/vrrcfnll+OTn/wkFi1ahBtvvBFHHFGr/EATS6USIZfzlTvi2PoggVJ46eUt+N41vwMA5HIB2lqLmDylFe99z6n4051P4Fe/egBdXf2+xYIT3Hb7Y7jt9seglILWCtY6LJg/HV+46t1DhkQAIBcGWDZ/DnKTCkM+PxamtrfgU3/zZvziTw/i2XWbsWV7Lx548gU8bF7G6xcegvZiEYC/cCwK0Eohtg7OCXKBQWV9adh567xG0BZCBDBNevjqI7tJBOh/sRfR9gpg/YVu0xzA5AKYgoatOlQ2lX01kqSKiDgfXqmsS9ZbATpMwycKSmtftaXq4MRCFwz+dO+zWUgkMBpvf93ROO7QBejdWsKi5lrLl+L0ZuhQQ+cMZEqI7//xfrx+ySL0VauI88AxRx3sl5MzKMxqhu2PYYoGyviAx6lHLcGpRy0BAJxw2EJc++s7sWbrZgBAt6ridUcvyfahiF9HFepxrbYwfVIbznntUTjntUc1PB6Lxf3bV+PY9qMQqB2HLgooZn9vQzMAYOGsaWO7sgDgfCCiML2IoCX0QYqq85+F2KG8sYSgLRyxIkh9aMJZ8VU70nCFUknYafffg7A5RLS1XBfkSGauawEqV4l9O6WGrj8+gGGaAuSnFXx7J2MGhV5M0UDnDWBdWjyn1kYGAKxDtasKW/VtY5RRvj2MST5bCshPKw6zjSO05UnX0kqtZQ38/lLK70uk1ZFyQ4VEiIiIiIiIiIiIiIiIaF+3V4Mip556atayYihKKXzuc5/D5z73uWGnmTx5Mq6//voRl/OqV70Kd9xxx4jTnHvuuTj33HNHXmGaEH5982r8y1U/xZQprTjrzGW4/Y7HsGlTN9ramrBhQxcAYMqUVvzkx/+AfL7WK+20U4/Ahy96A9av78JB86bihRc345Ofuh4bNnRBRGCt4KSTluDyT/4lOjqad38FJblobQUuTi5mKwDGXwhWSvnWE9bBRclFWcC3dghU0q5D44iFs3HEwtlwTrB23SaseXEDNm/vxeZ8hOmzpvppjcou5P70tlX42R8ewEfPOAVLO6dDNKBV2m5E/IVh8ZUcxAnMDtrD7C5XsYi7q9BGQRUNJHKIeyPENkJ6sd2HRGq/fpTGjlt8mMY6Bnc+8gwA4G9WnIhTly/B5Db/npVVH1zZX7kPpxQaKnosmjsDs982Cfc8/iyWHNKJWVM7GhahtELQMnx/vakdrfiH81YM+7xSPvxCqLVRGSJoIJGFCpWvgKEAldMN7YqCVh9kcnFSnSOqhUCySjlOkuoZvlqOaQmzNkgSC1zVIu5LwhCohUqy9VFJO6NkHuKQtDsSiACqoBF25KELxgeNApWUGlEwoYaNHKpbyhArMHlfNUcHSdBDa//YCEEVpYCwbeRejkO1jRkrzgrCokHQFNTCJ0DSdiqpLmIYEiEiIiIiIiIiIiIiItof7dWgCNGuWvXAM7jq8z+DtQ4bN27H96+7PXuuVKrCGA1rHT7w/tMbQiKpyZNaMHlSCwDg0KVz8JMf/wO2d/fDWofu7n4sXDBj1HfQ23LsiwoYhbA9Bx0aiBPYqoVUrL8QGyftSdpy0EUDCGBLMVw5hrMOUrFQdbGI+W2TMP/wDv+DVjD5wS0vTj/mUNx4x2pc9auVDY9/5n1n46hF8yAiKD3fCziBK8X+YvgONlUEiHsi2JJvC6IDX3VAFQJI1cJWrO+Wof20Jm8Q98eQWKBbAkApqJyByY1NeGLjtm788eGn8fsHnsDLm7bBaI2zjlyKvBjE3VVAqywkUpjXAj1E+KSpkMNpRy3duQWKwFUsJErSPspXZFHhGGxPEqSQ2Ad3FJC1AvEVI/bti/S2L86CF1DKhyYCX8HGRYKgLRw2SKG0gu2P/funknFidDI7ga1Y6EDDNPmvMB90aJyHqzrYcuxbqGj4qjR1i3Oxg6tYuGqSIFHK73KVtlJSaDqoZdjfBzqnETa3jGIP7VkiAlvK0i9+27OwTdLOKTANIREgCbONYzUcIiIiIiIiIiIiIiIiGn8MitCElVab6esr47HHn8W6V7bi299ZiTi2eM1rDsUZp78K3/72LZg6tQ3vec+pKJeqOOmkJTBGIwx37qNtjM6CI9Omtu38ujkkLSmSigVJOwoFADFQnNvsqxEMuCNfxAcDXOyrGQy8UC4CxP0x4u1VKJNcsE4v7DqBOKCypeSDJgPCCh0tTfjXi87F9SvvxlMvb0R3XwmlSoQ1L6zHUYvm+WoXgYJUfaUTsQIVDFi+A+JSnFQ7cahuq8L2Rdm15kzgtzN5FRquwCvfLgZKobdUhtEaxXxup/ftQHc98gx+dc/DeG7dZvSWKpg7qQN//eqjsam3F8sPmgO9LUZUWxkAgC6aIUMiu8olQZj8zCZooxH3Roi6q1CxQBd34jMmAomsr4yB5DNilH8v04BCoPznRACJBSJucCsToNaSJO2AEurGi/9aNYYaRnut3yWVcRSSEEVdW5QdkNgCGih2NgFIPtN9ESTZnzBA2DL8Z0JEIIAPiBSCQSGQoaq+pFUwAPj9k9PQuZE/d2IBcfVBET/exAoqm/shFlC7+S0pIrWKQTp5jzUAl4xl8e2VRhNM8+16fJsZccm2SLptAlMwMMXA75v0c5LsWwgQFAxDIURERERERERERERERAcgBkVoQuruLuGS//EdzD8oj+989xvYurU3e+7II+fhn658F/L5EGee8SoAGHUVkF2hAwVTDFCYXgAA2JKFix0kchARBO0hcpMLQxaEUApQoYYepuOEUkDYHCBsHnpoigBxbwRXsVBDzGPmlHb8/bt8a5Qf//4+/OB392LL9tq+04GGrfp1jbdXYWMLV3E+FCBIKizYWpsO7UMXytRdqZekIkpeDw4OiOA39zyKm+76Mzpam/Do2lcAAKcdtRSXvP310NqHJOLuahbC6C1V0FetYtULL+Lup9fi6IPn4U1HHYF8GOCJtevQt7kXr507H4vbp2BTby/e+eqjMalYrNtpgGkK/IXy2AEiDS07pFqrGqECBZ0zDestVevXBfDVWooGgIKtxIAFinOakZ/i3+vclAKqW8sovdQHsQ7KaB+KyNoHJa1MBHCRhVQFCADTHEKpZP/GLgufBMUAOmeg8yZpWeTDBRJZuMhBKR8AcLEP7vjPiIKLLWxf3BDREXG19y15L5z47XI9EaxKQx8AHLKQkEB82CAJhPiXSrbuyUR14ZW6paYLr6/EoQAXOQTtOeSmFqEUkIdvI+OipHpKMl3c7wM+yihf8SOpPgIBTKChcsaHIKz4Chh1rWfE1bVtEiTvaZKcEb8/VFBXRWRg2EklyzVDBIqUgg60f6+C3ase4yJfJUblTfK+OohL2iwZDaUEtux8C6gsDDZgNdKw2JDzd0kIJVmWUdChTrbH74OgNdfQeqnh9VULNUaVfoiIiIiIiIiIiIiIiGjfwqAITUjX/+AOPP30ejz9tP952rQ2LFkyG50z2vH+C2ptZcYzIJIK2wtonteMXHu+4XERf/FaabXHuoYoBQStISp90Q6nndLuK6Vs6e6rvT4NB8SC/pd7s2oH/klf8UKnVQaG2wilGqqZbNneC60VnnppIx5d+zJ+f//jeOuyI3HozBnoXXIYHnrpFax5aSO+8sNbkMsHWLFwMea0t2evL8KgGBax4uDFOPWghQiNge6xiGFxSPtkHNI+ecjVMC0hdMEgaA59OGMIUo3hqoKwIwcoBdsXwfZFUDkNnTO+TZAD8tObYAoGlW0V2J4qAEAXA+Q7C8hNLtRvOnKTC6hurfjWKrCAQbZ8iSxQ8hfpdV7DtIfIT2tC2OJ/1YoAtmwhkUXQmmvcxcq3/PAhopEv4IugFn5JcgHO+qBJMgVgHWJngWeB/MwijDM++ABAG42ot5q8z0nAxkmtKofyr8l1+G1P2yVJ1cFWbRLeQBa+cNZBrPMVUZwgyAcoTGtq2D4dKOi60EXcZxG253ygpeqyZYsVuKr1gR0nPsikfQsaSTfPJe1s8iaZt862xYdEBC6ycFWpreTAcEuyTXVvQG3fCYAkoJJuv5+v3/npuuqczn4HiYivFpJM42KHwqQCTHOQVRJKx5syGhJZVLuqWQAoXYX6+bmK1MI9UjdRItfhK66k7Z8GjgOxfj2GrBqStMciIiIiIiIiIiIiIiKiAw+DIjQhvf+C1wNw+P++fzvmzJmCf/+3v81axEwIw1ULGYcLr0FTgIpSSeuboQh0wWBKWzMAYHNdRZFa9QSBzmuoIaoliAj+32/uwq/veQST25oRxTFOPPxg/PWZJyBX19Lnlc1d+P7Ku3HXI880vP7jK16PZXNmZz8fOXtm9ve+ShXN+Rz6KhXc9NCj6KtUIQAOmjIJr120EIXAB4AeeukV9FYq6K1UsGDONBw2f5avyBD5K/G5qcUsJDAs8SGD/PQmFGb60IKLBZUtJVQ3l2F7I+icRnFOM4L2vA/htOdQ2VCCixyKs5oHtQYC/Pucn1pAKeqDLvpAhCmapHWMQ9wTwUUO+WmFQdUclAKCogGKo6vkoBRg8o3zHqpuhLK+YkdhWhGBafx1X5CmbF5pyCmrSKJ8sKPR2FWfECtQBjCFADqnfbjCIWv7Yvv958IkoaWBlUGyQNYwbVMUfEUQyafpDjV4zKYVXGxdW6AklCEOsJUYcb/1VU+SiitpGCVta2RLdT2C6qqyKA2ETSF0MUgqoSiogZ+FvEFuSgG19Euy5slk4nzVD7EuCYKopL1QbXk6bxra8ojUWsyITf+ufKin1nvGT2yGqAhEREREREREREREREREBwQGRWhCyuUCfOD9p6O9rRdnv+VNaGlu2turtNN8NYOkuoNLKgJk1QxqF7glqQAhdddqVXKReVClAtQqDZimELnJed++wiioQEFB+ekUYPtjVLdWMCnw1SC2bO9NqmSorIKCOGQhkSi2iK2F1hr5MMB1K+/Gz+9YDcCHQbRS+M09j+KRZ1/GZe88C/c+vha/+NOD6OkvI2cCGK1glEZTMYfD5szEsjmzIQDy0wr+gntvhP7+CgomQHM+h9g5rHzmKdz/8ktYt2U7Oie34UPvPBWFXAiJHbb09OHpp7ehGlucctRiHDx7+i6/B64cQyIHnVyMTy+u60ChOKMJYXseUolhiiF0rnalXRuF4qzBn7WB70HYkYcpBv5Cff219sDAFPaNdh5KNf5dGTWWWZCsCgf04Mo/ziYtZtIWMnUhK6UVVGvOh0kCnYUyaiuLYQMiA6msHc2Qz0KZoQM2IgJTCJGDgg6NX7dkff34Tap1lK2PXyTtZOqnAXwLIV8JxUHSEEgaDBFABdqHYIZaOwPocPivaHF+/pLskzQUUr+5aRCnoe1OXYGVnd2PREREREREREREREREtH9hUIQmtKamEPlcuLdXY0hppYCBbNlCBwamScPkAn8lOqmC4Kxv3yEO0HkFUwihjW+pIdb55ysOcckm13tr7TQggCh/lbc4p3nYtjsyGQhbQ8zt9K1x+itVqJkFFMMQla1lxD1RFhh5+NmX8Llrb0Js/c8dLUV09ZYAAB98w2tw9KzZaEUIrRSqsUX/hioOa5qC6SedgCNmzURo6pIFycV+iQWmGCBozQEAwvYcCmj2rUmsQBmN8w85CefGx2PVmuexeO4MFPN+WhUaTJvchnefdeJo3hhI5JCf0eQDHfnBF+KDggF2ItAhIrBlC0jyPjiBCjVMTo86EOLiWlsTseKDG7quKoVBVgRib7RYGi1bsv7zIPD7zai6Fj0OOp+0k7FpWxeXhapEBDrU41KhZyhKqSRAZKBzQ1fdgQZM8/BfobYiMAUDHfpqMy5O+tIoBR0ouFh8oMnWz7dWMUTEh0WyMIf4/2Q5EwuYnIEOdTrbhooj/vXKf3b2vY8PERERERERERERERER7UEMihDtBiUKtuSSC/nJldvkIrdSCrmO3IitUcShoWWE56cXKwiqdsgLvOIE0fYqJAbUMPkZpXzFi3bk0dyUR19/BV1xGe0zWqBChf61Pb6SiQjuevBpzJ88GcVciOZ8HkfOmomDpkxCZ3sbimHjAnKBQS4ooqOpiLmTJw2xUYAk4YegbfDK+QootZ/DwOCEwxcOu492hSRBF6V81RQVaOQm5Xc6zDFc9QtbdjChQdiWA7SCq1rEfRHi/hhB045/fYoIXNUHZPwK+v2QBUOUD0+YvE+FSCwQl4SGooYZ1f3ge8WoQNX6xqRtT+o+MGnVi3Q9dpWLxe8XoKGlys5UoXCRrwaSn5zP5mXLcfL58GEbnQ8QFANfXcdJto0iPmylAr1XAzI60HAVC5e0O/K7OSvd4ddVid/PSRhGkvIeSvlAlMmZrN3ToDZEgdRCYnUVa+qDHrZiG9vGJE8qBaicgikEw4ZpmA0hIiIiIiIiIiIiIiKi4TAoQrSLdKhgWkPkWnwVDJe0mHHOQWKBzmnovPGVIlztAn0W/EhaPohIVk3BT5BchNeAKQ4/NOP+CK7igHDHIYhpk1vR11/BB//hO/j7v30zTjrqEP+EAKW1PXj38qOB5cO/3jQHCNpz0DmDUqmCH6y8FznReOtJy9HSUYQKdRZUkNjBlS2gALMTIYrRkMhCnPgiH1Vf3cH/AEAEYUfevwdpUCNOW50IdGigg1pbHx/kqAUr0nYytuKgA4WwvRb60TkNHWpUtpThYoEyPhSRtRhSCjq5cG+rDnACkzcwrX5/iHWwFZeFiZC2D6q7qi8uCa6knx1JPkcumSBp12JLca3dSPI6n9bxk7nIV7ABAFtyUCZO5ofGFEF9QCYNKThfLSdri5IEIWycrlcSmEhXPGuxlKyfBcL2sLbf8kDQHPgghdQCLMr4NkwDww460Hs/6aD99qdjUmlde5+08vujYv3HXyuo0E8D1FX3MEO3lfHTKKghqpU0rMLAtjH7aHUZIiIiIiIiIiIiIiIimlgYFCHaRTo0yLXWhQcGPC/WwVWsv5is/IXwtCIBXH2bDQVo34YCArikBQmcQEao2qBDA9tf61eRhVHSYgeoVX2YOqUVz720GSLAl67+JQDg/77nXVm1kFI1Qn9UxdRJrVBaoSIWFW0xdXIbVKgbqkc0NRfwgXNeN8QaJVUOckO36RiSE0jsGtZdBbp2Yb0+ZONcVs1BBb4Cgytb6LxvuRFOziM3uZC0vXGAddCFwIc9qj7wEE7OJ+EPi7gUw0W+woOrOujQhzZUoGFLMaLeCHCCoCVE0BRCBb6SiN/5CiqnYYoBop5q0qLEQCXtbSQWuMgHT4Jmvz90IciCKQAQJEGQ+seyyh26vmrHyIGAoKWxaov/fNX97AQ69mVJ8lMLCLTJWhhBAS6ySSUSBXGuFmxKwidhcwidVGSRNNzhBGJ90EWkLuSUVsWQupZMoYat2LrQRK0NiliBDvSw1Un2VsuZejrQUC3hiMEMFabBkD2zvmwbQ0RERERERERERERERHsCgyJEu8lFyVV51XhBV2KBaQr9hfH04jhq7U38BXXJ2o5kz4uvGiHWwVZd0u6jboFpbiKpcBD3x8nCB6yYACrwAZVKJR603r/48yNY2jkd//3Qo3h83Qa88/WvxjuPPA4AUBibXeMrrFQtRARaJ5UT6qpP2L7IB1FM0k7DiQ/X2FoAJv3tpLSvuCFO4EpJlY72HJrntALwFV5q0mCD+NYpsUM4qYCg2c9MF327k6inChc5mIJG2J7P2oLoMAcdGsAJdFOQBFp8FRKopB1L1cEUArjYwRSMD5OY9D0EJPKtZnTBJJ1hJGuNg+RzojSSyiLJi5LARNqaRcS3L8leAwx6n+s/O9lkpvF5nTyv8xomaPx1b3bh179S/jPlV2L4KhkpSfabKfjKOi4WSCRJQArJZ3TH89nbdhQAYXUPIiIiIiIiIiIiIiIi2hcxKEK0O4zOWow4Kw1tP1RooMPB1RLSn9UwJQKUUoABlBm+MocPQDiErbnaMgZcrJbIodpdhViH1x67GA8/8SKOOWI+Tjx6EYxS+NFNd+Omhx7FiuMOx2knHIbXLls8un0xeCVh+yLovIHOBXCVGK43CawkgY+gJUTTvBZfjUP5tilxf4y4rwpYICga6KT9jq804quF2IoDnIMphgMCIo1s2YcwTMFAFwxc7IMaSivogkEuV4RY8eEHkYaKIaaYhE2sD5roYoCgkLSOcQJbtXClGLkpBeg04CFJRRDlK46k0/q2RMiCIKhrKWMKxrczSaqIJLsuaTXjA0NpqCJrR1O/myOBNPQlqVUDSdcp3W4XCVx9uREMCDnUhZJ8hRFJQit18x7YbmZgcEUlDypAYufHQd5k1Ud8myXJZjVSWxYiIiIiIiIiIiIiIiIi2nMYFCHaRSpQCFvCLPiRteBI225oNWxLjVEvO2l1Ig4w+WEutOc08knQ5Jy/PBELlszE8iPnIwwNJHZ4zeGHYNtz2zFtdsceWUeJHFSg0bygDaZg4CIH2x9DYoGt+EBGOCkPk6+FYZQGwpYAYcvwv5JUqLPKHyMuXwQignxHASpvgNgBSShBrMBFAh0q6FDVwiA5A2jl17XifDUP5UMljeupYPImqxrinAA2qQhS31IoDVQohaDJ+OoZCr5iTNLiRef0oIoUjT8NDgulbV0kbVNU/6L6VjDpj0k+R4cKSuu6FjeA1BVvyV4o8OET5auQ6MCg7gk469vq+EopyULSZaVtbSCA1jA5k21f2jaIiIiIiIiIiIiIiIiIiPY+BkWIdlF9m5mBPw9XLWQs6UDDIfbVIuou1jesY+hDCIUwxPHHL8oel0CjuTkPtDRl7W9G5JwPd8RpGYh0/j5kATtgeuPbp+QmF6CTgIUONXR7bvc3eAdE6qtf+OoVJtRJJRGByRuYpDqJWN/ixkUOTgRK+3Y0Jq18kRPYcgyRpBrJEO1RlPJhkbg/9kGQ5qBWMUQAF9skyGMGtYfxFWN2/zOSBS92MozktK8iEhRDhGHoV7EubFJv4M+D1h2AHiK8ks7T/6Xu9XsoLEVEREREREREREREREREo8OgCNE+RhkFFfoL9koB0IDv9yFZ1QpXtXC1UhO1aZUC0uoWA4Mi4itdSOR8aMD6cIhpMgin+aCHi/w0tq8K3RQmFUBUtoy4P4YrW+Qm5XeYQRkNFzm42GWBB19pJNkHTqCLgX9eq6S9TRKwCBSUUdCx3w5lVEMYRBkF0xT4giAjBB1UqBE0h/69GDDdzlQ92ZvqwyYNj48i2KGGaUdDRERERERERERERERERBMPgyJE+xilfRWLgdUeUuIEGKIahDgfolCBgUBg+21d/5GkYogBdM7A5DRMPkDQHCBoDQeFCJxNWuwMsQpDFDgZPI0VuNjVVbFQ0IFvT6KU8oGUdEZOBrX0cbEgKAYQEQSFELoQ+MCME4gDxDoExQDK6EFVQZRSUOEIIZABFWOGm2akeRARERERERERERERERERTVQMihDtg4YLiQBJkKQw9NAWEZii9pU08ga5jhxM3mSVRVRgYJrMDquB6BHapyjlgxw2soAoKA2oQPv/a9+yJi5bBEXjq28kVUFcxcGWHABJKnX4yicq1FCB8pVOrK8EErYECNqGqFpiFKB86EUFg0MiREREREREREREREREREQHOgZFiA4gSimYfIDizGbkJhWgg7GviiEisBWLsCWEDjVsOU5axSCpDgKELSHC9jxUXY5DHCBV66uHBBo61IO747ikMoqGb5UjvjqJ/wuy0InJG4ZEiIiIiIiIiIiIiIiIiIiGwKAI0QFGGSRBij3TOkVigclphG05KKNgmkMf5nACsQ4AoHMBoHybmGy9tIIqmMZ1VT54knbGUdq3hZGqg2gFCKACBZML0ol9uGSEiidERERERERERERERERERAcyBkWIDjAq0BAoX7ljBz1mXCRwkfNBDQBQgE9nJK8XVXtMFEQJ4IBcR84HOqwACkkoRcGXAgFc1QE2nZ8nkQOSIAgcfJUQwAdAVLIIOIgDdE7DJO11lFE73A4iIiIiIiIiIiIiIiIiIvIYFCE6wJhA+3YuAgh8sANIchmSBEMSOtAIWgMEef+rQpyv7mGrMZTRMDmThTgAwMUOLnbQgfIhEfgqH04ESokPgjgBtEZQDLIKIRCBWL9sEYHKaWiTtI5RvmWOiGSta3SgoAxbyxARERERERERERERERER7SoGRYgONFpBKSAuWSiloNK8hQKU1ghaQ2ijfaWOwECHg6t1mOahf3VoGIjzoY+gKYQyKvtZ0tYzWvvWN2F90ENBGUDnzJDzTaYYxUYTERERERERERERERERERHAoAjRAUcFGir0FT2CYuCrfCQhDGXqgiOJNOThJ0j+p32lEHGN0yrtp9dhLQiitOJvGiIiIiIiIiIiIiIiIiKiCYKXb4kOMEor5CYXoEINrQdX6fDtZZIQSNImRgc6e07Eh0GgFHTQ+HqXPp5jWxgiIiIiIiIiIiIiIiIioomIQRGiA4zSylf5cOKDHeLDH765i/gKI0r56iJ5BRMaKFMLhIj4VjLZfOqkIRMMEUAhIiIiIiIiIiIiIiIiIqK9j7f9D/Ctb30L8+fPR6FQwPHHH4977713b68S0dhTChAFHWiYYoigKUTQFCBoCRG25BC2hghbQgSFoCEk4l/qXzcwJAIkIRSjoRSDIkREREREREREREREREREExGDInV+9KMf4bLLLsMVV1yBBx54AMuWLcOKFSuwcePGvb1qRGNGaYWgaBC2BAiaQ5i8yf7opHoIgx5ERERERERERERERERERPsnBkXqfPnLX8aHPvQhXHDBBTjssMNw9dVXo6mpCd/73vf29qoRjSkfCOHwJyIiIiIiIiIiIiIiIiI60AR7ewUmimq1ilWrVuETn/hE9pjWGmeccQbuuuuuQdNXKhVUKpXs5+7ubgBAFEWIomjPr/ABIN2P3J9Eu4djiGhscUwR7T6OH6Kxw/FENDocQ0Rjh+OJaHQ4hojGDsfT+OE+Jtp/KBGRvb0SE8Err7yC2bNn484778SJJ56YPf7xj38ct912G+65556G6T/72c/iyiuvHDSf66+/Hk1NTXt8fYmIiIiIiIiIiIiIiIiIxkt/fz/OP/98bN++HW1tbXt7dYhoFFhRZDd94hOfwGWXXZb93N3djblz5+Kss87iL8YxEkURVq5ciTPPPBNhGO7t1SHa53AMEY0tjimi3cfxQzR2OJ6IRodjiGjscDwRjQ7HENHY4XgaP2mHBSLa9zEokpg6dSqMMdiwYUPD4xs2bEBnZ+eg6fP5PPL5/KDHwzDkl9AY4z4lGh2OIaKxxTFFtPs4fojGDscT0ehwDBGNHY4notHhGCIaOxxPex73L9H+Q+/tFZgocrkcjjnmGPzud7/LHnPO4Xe/+11DKxoiIiIiIiIiIiIiIiIiIiKifRUritS57LLL8N73vhfHHnssjjvuOHz1q19FX18fLrjggr29akRERERERERERERERERERESjxqBInXe+853YtGkTPvOZz2D9+vVYvnw5br75ZsyYMWNvrxoRERERERERERERERERERHRqDEoMsAll1yCSy65ZG+vBhEREREREREREREREREREdGY03t7BYiIiIiIiIiIiIiIiIiIiIhofLCiyBgREQBAd3f3Xl6T/UcURejv70d3dzfCMNzbq0O0z+EYIhpbHFNEu4/jh2jscDwRjQ7HENHY4XgiGh2OIaKxw/E0ftLroOl1USLadzEoMkZ6enoAAHPnzt3La0JEREREREREREREREREtGf09PSgvb19b68GEY2CEka+xoRzDq+88gpaW1uhlNrbq7Nf6O7uxty5c/Hiiy+ira1tb68O0T6HY4hobHFMEe0+jh+iscPxRDQ6HENEY4fjiWh0OIaIxg7H0/gREfT09GDWrFnQWu/t1SGiUWBFkTGitcacOXP29mrsl9ra2vjFTjQKHENEY4tjimj3cfwQjR2OJ6LR4RgiGjscT0SjwzFENHY4nsYHK4kQ7R8Y9SIiIiIiIiIiIiIiIiIiIiI6QDAoQkRERERERERERERERERERHSAYFCEJqx8Po8rrrgC+Xx+b68K0T6JY4hobHFMEe0+jh+iscPxRDQ6HENEY4fjiWh0OIaIxg7HExHRrlMiInt7JYiIiIiIiIiIiIiIiIiIiIhoz2NFESIiIiIiIiIiIiIiIiIiIqIDBIMiRERERERERERERERERERERAcIBkWIiIiIiIiIiIiIiIiIiIiIDhAMihAREREREREREREREREREREdIBgUoV1y1VVX4dWvfjVaW1sxffp0nHPOOVizZk3DNOVyGRdffDGmTJmClpYWvOMd78CGDRuy5//85z/jvPPOw9y5c1EsFnHooYfia1/72qBl/eEPf8DRRx+NfD6PQw45BNdee+0O109E8JnPfAYzZ85EsVjEGWecgaeeeqphmv/9v/83TjrpJDQ1NaGjo2O39gPRaOzr4+gPf/gDlFJD/rnvvvt2f8cQ7YbxGk/r1q3D+eefj8WLF0NrjUsvvXSn1/Fb3/oW5s+fj0KhgOOPPx733ntvw/Pf/va3ceqpp6KtrQ1KKXR1de3yfiDaHfv6+HnuueeG/T664YYbdm+nEI3CeI2pn/3sZzjzzDMxbdo0tLW14cQTT8RvfvObHa4fj5VoItvXxw+PkWgiGa/x9Mc//hEnn3wypkyZgmKxiKVLl+IrX/nKDteP30c00e3rY4jfSTSRjOd58NSf/vQnBEGA5cuX73D9+J1ERAc6BkVol9x22224+OKLcffdd2PlypWIoghnnXUW+vr6smn+5//8n7jppptwww034LbbbsMrr7yCt7/97dnzq1atwvTp0/H9738fjz76KD71qU/hE5/4BL75zW9m06xduxZvfvObcdppp+HBBx/EpZdeig9+8IM7PIHzr//6r/j617+Oq6++Gvfccw+am5uxYsUKlMvlbJpqtYpzzz0XF1100RjuGaKdt6+Po5NOOgnr1q1r+PPBD34QCxYswLHHHjvGe4toZOM1niqVCqZNm4bLL78cy5Yt2+n1+9GPfoTLLrsMV1xxBR544AEsW7YMK1aswMaNG7Np+vv78YY3vAGf/OQnR7k3iHbNvj5+5s6dO+j76Morr0RLSwve+MY3jsEeIto14zWmbr/9dpx55pn41a9+hVWrVuG0007D2WefjdWrV4+4fjxWoolsXx8/PEaiiWS8xlNzczMuueQS3H777Xj88cdx+eWX4/LLL8e3v/3tEdeP30c00e3rY4jfSTSRjNd4SnV1deE973kPTj/99J1aP34nEdEBT4hGYePGjQJAbrvtNhER6erqkjAM5YYbbsimefzxxwWA3HXXXcPO58Mf/rCcdtpp2c8f//jH5fDDD2+Y5p3vfKesWLFi2Hk456Szs1O++MUvZo91dXVJPp+XH/zgB4Omv+aaa6S9vX2H20i0p+3L40hEpFqtyrRp0+Rzn/vcyBtKNA721Hiqd8opp8hHP/rRnVqf4447Ti6++OLsZ2utzJo1S6666qpB0956660CQLZt27ZT8yYaa/vy+EktX75c3v/+9+/U/In2tPEYU6nDDjtMrrzyymGf57ES7Wv25fEjwmMkmljGczy97W1vk3e/+93DPs/vI9oX7ctjSITfSTSx7Onx9M53vlMuv/xyueKKK2TZsmUjrgu/k4iIRFhRhEZl+/btAIDJkycD8OnOKIpwxhlnZNMsXboU8+bNw1133TXifNJ5AMBdd93VMA8AWLFixYjzWLt2LdavX9/wuvb2dhx//PEjvo5ob9vXx9EvfvELbNmyBRdccMEIW0k0PvbUeNod1WoVq1atali21hpnnHEGv5doQtrXx8+qVavw4IMP4gMf+MColk00VsZrTDnn0NPTM+I0PFaifc2+Pn54jEQTyXiNp9WrV+POO+/EKaecMuw0/D6ifdG+Pob4nUQTyZ4cT9dccw2effZZXHHFFTu1LvxOIiICgr29ArTvcs7h0ksvxcknn4wjjjgCALB+/XrkcrlBvdpmzJiB9evXDzmfO++8Ez/60Y/wy1/+Mnts/fr1mDFjxqB5dHd3o1QqoVgsDppPOv+hXjfcson2tv1hHH33u9/FihUrMGfOnJE3lmgP25PjaXds3rwZ1tohx9MTTzwxqnkTjbX9Yfx897vfxaGHHoqTTjppVMsmGgvjOaa+9KUvobe3F3/1V3817DQ8VqJ9yf4wfniMRBPFeIynOXPmYNOmTYjjGJ/97GfxwQ9+cNj14fcR7Wv2hzHE7ySaKPbkeHrqqafwv/7X/8Idd9yBINi5y578TiIiAlhRhHbbxRdfjEceeQQ//OEPd3sejzzyCN761rfiiiuuwFlnnbXTr7vuuuvQ0tKS/bnjjjt2ex2I9qZ9fRy99NJL+M1vfsO7t2lC2Jvj6Y477mgYT9ddd91urwPR3rCvj59SqYTrr7+e30c0YYzXmLr++utx5ZVX4sc//jGmT58OgMdKtO/b18cPj5FoIhmP8XTHHXfg/vvvx9VXX42vfvWr+MEPfgCA30e0f9jXxxC/k2gi2VPjyVqL888/H1deeSUWL1485Ov4nURENDRWFKHdcskll+C///u/cfvttzekkTs7O1GtVtHV1dWQAt2wYQM6Ozsb5vHYY4/h9NNPx4UXXojLL7+84bnOzk5s2LCh4bENGzagra0NxWIRb3nLW3D88cdnz82ePRvr1q3Lpps5c2bD65YvXz7aTSYac/vDOLrmmmswZcoUvOUtb9nl7ScaS3t6PO3IscceiwcffDD7ecaMGcjn8zDGDDkOBy6baG/aH8bPT37yE/T39+M973nPLi2baE8YrzH1wx/+EB/84Adxww03NJRL5rES7cv2h/HDYySaKMZrPC1YsAAAcOSRR2LDhg347Gc/i/POO4/fR7TP2x/GEL+TaKLYk+Opp6cH999/P1avXo1LLrkEgK9eIiIIggC33HILv5OIiIYjRLvAOScXX3yxzJo1S5588slBz3d1dUkYhvKTn/wke+yJJ54QAHLXXXdljz3yyCMyffp0+djHPjbkcj7+8Y/LEUcc0fDYeeedJytWrBhx3To7O+VLX/pS9tj27dsln8/LD37wg0HTX3PNNdLe3j7s/Ij2lP1lHDnnZMGCBfL3f//3I28w0R40XuOp3imnnCIf/ehHd2r9jjvuOLnkkkuyn621Mnv2bLnqqqsGTXvrrbcKANm2bdtOzZtotPan8XPKKafIO97xjp2aL9GeMp5j6vrrr5dCoSA33njjTq8bj5VoIttfxg+PkWgi2Bv/xktdeeWVctBBB424bvw+oolufxlD/E6iiWA8xpO1Vh5++OGGPxdddJEsWbJEHn74Yent7R123fidREQHOgZFaJdcdNFF0t7eLn/4wx9k3bp12Z/+/v5smr/7u7+TefPmye9//3u5//775cQTT5QTTzwxe/7hhx+WadOmybvf/e6GeWzcuDGb5tlnn5Wmpib52Mc+Jo8//rh861vfEmOM3HzzzSOu3+c//3np6OiQ//qv/5KHHnpI3vrWt8qCBQukVCpl0zz//POyevVqufLKK6WlpUVWr14tq1evlp6enjHcU0TD2x/GkYjIb3/7WwEgjz/++BjtGaJdN17jSUSy74tjjjlGzj//fFm9erU8+uijI67fD3/4Q8nn83LttdfKY489JhdeeKF0dHTI+vXrs2nWrVsnq1evlu985zsCQG6//XZZvXq1bNmyZYz2EtHQ9ofxIyLy1FNPiVJKfv3rX4/BXiHafeM1pq677joJgkC+9a1vNUzT1dU14vrxWIkmsv1h/IjwGIkmhvEaT9/85jflF7/4hTz55JPy5JNPyv/9v/9XWltb5VOf+tSI68fvI5ro9ocxJMLvJJoYxvO8Q70rrrhCli1btsP143cSER3oGBShXQJgyD/XXHNNNk2pVJIPf/jDMmnSJGlqapK3ve1tsm7duuz5K664Ysh5DExL33rrrbJ8+XLJ5XKycOHChmUMxzknn/70p2XGjBmSz+fl9NNPlzVr1jRM8973vnfI5d96662j2DNEO29/GEcivjrJSSedtLu7gWhMjOd42plphvKNb3xD5s2bJ7lcTo477ji5++67G54fbvk7M16JRmN/GD8iIp/4xCdk7ty5Yq3d3V1BNCbGa0ydcsopQ07z3ve+d8T147ESTWT7w/gR4TESTQzjNZ6+/vWvy+GHHy5NTU3S1tYmRx11lPzbv/3bDv9Nxu8jmuj2hzEkwu8kmhjG87xDvZ0NivA7iYgOdEpEBERERERERERERERERERERES039N7ewWIiIiIiIiIiIiIiIiIiIiIaHwwKEJERERERERERERERERERER0gGBQhIiIiIiIiIiIiIiIiIiIiOgAwaAIERERERERERERERERERER0QGCQREiIiIiIiIiIiIiIiIiIiKiAwSDIkREREREREREREREREREREQHCAZFiIiIiIiIiIiIiIiIiIiIiA4QDIoQERERERER7SHve9/7cM4554z7cq+99loopaCUwqWXXjritPPnz8dXv/rVnZrvqaeems33wQcfHPV6EhERERERERHR+Av29goQERERERER7YuUUiM+f8UVV+BrX/saRGSc1qhRW1sb1qxZg+bm5jGb589+9jM888wzOO6448ZsnkRERERERERENL4YFCEiIiIiIiLaDevWrcv+/qMf/Qif+cxnsGbNmuyxlpYWtLS07I1VA+CDLJ2dnWM6z8mTJ6O7u3tM50lEREREREREROOLrWeIiIiIiIiIdkNnZ2f2p729PQtmpH9aWloGtZ459dRT8ZGPfASXXnopJk2ahBkzZuA73/kO+vr6cMEFF6C1tRWHHHIIfv3rXzcs65FHHsEb3/hGtLS0YMaMGfibv/kbbN68eZfXeePGjTj77LNRLBaxYMECXHfddQ3Piwg++9nPYt68ecjn85g1axb+x//4H7u1f4iIiIiIiIiIaGJiUISIiIiIiIhoHP3nf/4npk6dinvvvRcf+chHcNFFF+Hcc8/FSSedhAceeABnnXUW/uZv/gb9/f0AgK6uLrz+9a/HUUcdhfvvvx8333wzNmzYgL/6q7/a5WW/733vw4svvohbb70VP/nJT/Bv//Zv2LhxY/b8T3/6U3zlK1/Bf/zHf+Cpp57CjTfeiCOPPHLMtp2IiIiIiIiIiPY+tp4hIiIiIiIiGkfLli3D5ZdfDgD4xCc+gc9//vOYOnUqPvShDwEAPvOZz+Df//3f8dBDD+GEE07AN7/5TRx11FH4l3/5l2we3/ve9zB37lw8+eSTWLx48U4t98knn8Svf/1r3HvvvXj1q18NAPjud7+LQw89NJvmhRdeQGdnJ8444wyEYYh58+bhuOOOG6tNJyIiIiIiIiKiCYAVRYiIiIiIiIjG0ate9ars78YYTJkypaFqx4wZMwAgq/Tx5z//GbfeeitaWlqyP0uXLgUAPPPMMzu93McffxxBEOCYY47JHlu6dCk6Ojqyn88991yUSiUsXLgQH/rQh/Dzn/8ccRzv1nYSEREREREREdHExIoiREREREREROMoDMOGn5VSDY8ppQAAzjkAQG9vL84++2x84QtfGDSvmTNnjum6zZ07F2vWrMFvf/tbrFy5Eh/+8IfxxS9+Ebfddtug9SYiIiIiIiIion0TgyJEREREREREE9jRRx+Nn/70p5g/fz6CYPcP45cuXYo4jrFq1aqs9cyaNWvQ1dXVMF2xWMTZZ5+Ns88+GxdffDGWLl2Khx9+GEcfffRoNoOIiIiIiIiIiCYItp4hIiIiIiIimsAuvvhibN26Feeddx7uu+8+PPPMM/jNb36DCy64ANbanZ7PkiVL8IY3vAF/+7d/i3vuuQerVq3CBz/4QRSLxWyaa6+9Ft/97nfxyCOP4Nlnn8X3v/99FItFHHTQQXti04iIiIiIiIiIaC9gUISIiIiIiIhoAps1axb+9Kc/wVqLs846C0ceeSQuvfRSdHR0QOtdO6y/5pprMGvWLJxyyil4+9vfjgsvvBDTp0/Pnu/o6MB3vvMdnHzyyXjVq16F3/72t7jpppswZcqUsd4sIiIiIiIiIiLaS5SIyN5eCSIiIiIiIiIaO9deey0uvfTSQW1lxsJzzz2HBQsWYPXq1Vi+fPmYz5+IiIiIiIiIiPYsVhQhIiIiIiIi2g9t374dLS0t+Md//Mcxm+cb3/hGHH744WM2PyIiIiIiIiIiGn+sKEJERERERES0n+np6cGGDRsA+HYyU6dOHZP5vvzyyyiVSgCAefPmIZfLjcl8iYiIiIiIiIho/DAoQkRERERERERERERERERERHSAYOsZIiIiIiIiIiIiIiIiIiIiogMEgyJEREREREREREREREREREREBwgGRYiIiIiIiIiIiIiIiIiIiIgOEAyKEBERERERERERERERERERER0gGBQhIiIiIiIiIiIiIiIiIiIiOkAwKEJERERERERERERERERERER0gGBQhIiIiIiIiIiIiIiIiIiIiOgAwaAIERERERERERERERERERER0QGCQREiIiIiIiIiIiIiIiIiIiKiA8T/D5cnnq839mE+AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 2400x350 with 1 Axes>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nixtla_client.plot(df, forecast, level=level)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Extend Bitcoin Price Analysis with TimeGPT"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Anomaly Detection "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Given the volatility of the price of Bitcoin, it can be useful to try to identify anomalies in the data. `TimeGPT` can be used for this by calling the `detect_anomalies` method from the `NixtlaClient` class. This method evaluates each observation against its context within the series, using statistical measures to determine its likelihood of being an anomaly. By default, it identifies anomalies based on a 99 percent prediction interval. To change this, you can specify the `level` argument."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:nixtla.nixtla_client:Validating inputs...\n",
      "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n",
      "INFO:nixtla.nixtla_client:Inferred freq: D\n",
      "INFO:nixtla.nixtla_client:Calling Anomaly Detector Endpoint...\n"
     ]
    }
   ],
   "source": [
    "anomalies_df = nixtla_client.detect_anomalies(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 📘 Available models in Azure AI\n",
    ">\n",
    "> If you are using an Azure AI endpoint, please be sure to set `model=\"azureai\"`:\n",
    ">\n",
    "> `nixtla_client.detect_anomalies(..., model=\"azureai\")`\n",
    "> \n",
    "> For the public API, we support two models: `timegpt-1` and `timegpt-1-long-horizon`. \n",
    "> \n",
    "> By default, `timegpt-1` is used. Please see [this tutorial](https://docs.nixtla.io/docs/tutorials-long_horizon_forecasting) on how and when to use `timegpt-1-long-horizon`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2400x350 with 1 Axes>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nixtla_client.plot(df, anomalies_df, plot_anomalies=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To learn more about how to detect anomalies with `TimeGPT`, take a look at our [Anomaly Detection](https://docs.nixtla.io/docs/capabilities-anomaly-detection-anomaly_detection) tutorial.   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Add Exogenous Variables"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you have additional information that you believe could help improve the forecast, consider including it as an exogenous variable. For instance, you might add data such as the price of other cryptocurrencies, proprietary information, stock market indices, or the number of transactions in the Bitcoin network.\n",
    "\n",
    "`TimeGPT` supports the incorporation of exogenous variables in the `forecast` method. However, keep in mind that you'll need to know the future values of these variables.\n",
    "\n",
    "To learn how to incorporate exogenous variables to `TimeGPT`, refer to the [Exogenous Variables](https://docs.nixtla.io/docs/tutorials-exogenous_variables) tutorial."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Understand the Model's Limitations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As stated in the introduction, predicting the future prices of financial assets is a challenging task, especially for assets like Bitcoin. The predictions in this tutorial may appear accurate, mainly because they align with recent historical data and the model updates with new values at short intervals, avoiding significant deviations. However, the true challenge lies in forecasting Bitcoin's price for the upcoming days, not just its historical performance. For those who need or want to try to forecast these assets, `TimeGPT` can be an option that simplifies the forecasting process. With just a couple of lines of code, `TimeGPT` can help you: \n",
    "\n",
    "- Produce point forecasts \n",
    "- Quantify the uncertainty of your predictions \n",
    "- Produce in-sample forecasts \n",
    "- Detect anomalies \n",
    "- Incorporate exogenous variables\n",
    "\n",
    "To learn more about `TimeGPT` capabilities, please refer to the [TimeGPT Documentation](https://docs.nixtla.io/)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. References and Additional Material "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**References**\n",
    "\n",
    "* [Joaquín Amat Rodrigo and Javier Escobar Ortiz (2022), \"Bitcoin price prediction with Python, when the past does not repeat itself\"](https://www.cienciadedatos.net/documentos/py41-forecasting-cryptocurrency-bitcoin-machine-learning-python.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Furthermore, for many financial time series, the best estimate for the price is often a random walk model, meaning that the best forecast for tomorrow's price is today's price. Nixtla's [StatsForecast](https://nixtlaverse.nixtla.io/statsforecast/index.html) library allows you to easily implement this model and variations. "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
